From 89976eb0af0b7b639408e6956d2696198bfdc279 Mon Sep 17 00:00:00 2001
From: phildong <35715936+phildong@users.noreply.github.com>
Date: Wed, 31 Dec 2025 11:47:02 -0500
Subject: [PATCH 1/3] test: update AR figure for poster (#41)

---
 scripts/s03_make_figures.py                |   16 +-
 tests/output/figs/print/figures/ar.svg     | 4595 ++++++-----------
 tests/output/figs/print/panels/ar-dhm.svg  |  415 +-
 tests/output/figs/print/panels/ar-full.svg | 5232 +++++++-------------
 4 files changed, 3318 insertions(+), 6940 deletions(-)

diff --git a/scripts/s03_make_figures.py b/scripts/s03_make_figures.py
index fd4792f..f0e9f22 100644
--- a/scripts/s03_make_figures.py
+++ b/scripts/s03_make_figures.py
@@ -432,7 +432,7 @@ def agg_result(
 
 # %% ar-dhm
 fig_path = FIG_PATH_PN / "ar-dhm.svg"
-fig_w, fig_h = 6.8, 2
+fig_w, fig_h = 6.2, 1.8
 with sns.axes_style("white"):
     fig, axs = plt.subplots(1, 2, figsize=(fig_w, fig_h))
 end = 60
@@ -506,7 +506,9 @@ def agg_result(
     axs[iplt].set_xlabel("Timesteps")
 fig.tight_layout()
 fig.legend(
-    loc="center left", bbox_to_anchor=(1.01, 0.5), bbox_transform=axs[-1].transAxes
+    loc="lower center",
+    bbox_to_anchor=(0.5, 0.95),
+    ncol=3,
 )
 fig.savefig(fig_path, bbox_inches="tight")
 
@@ -539,7 +541,7 @@ def AR_scatter(
 fig_path = FIG_PATH_PN / "ar-full.svg"
 resdf = load_agg_result(IN_MET_PATH / "test_demo_solve_fit_h_num")
 ressub = (
-    resdf.query("taus == '(6, 1)' & upsamp < 5 & rand_seed == 2")
+    resdf.query("taus == '(6, 1)' & upsamp == 1 & rand_seed == 2")
     .astype({"upsamp": int})
     .copy()
 )
@@ -555,9 +557,7 @@ def AR_scatter(
     "solve_fit": "InDeCa",
     "solve_fit-all": "InDeCa /w \nshared kernel",
 }
-g = sns.FacetGrid(
-    ressub, row="upsamp", col="ns_lev", height=1.5, aspect=1.15, margin_titles=True
-)
+g = sns.FacetGrid(ressub, col="ns_lev", height=1.7, aspect=1, margin_titles=True)
 g.map_dataframe(
     AR_scatter,
     x="dhm0",
@@ -577,12 +577,12 @@ def AR_scatter(
     frameon=RC_PARAM["legend.frameon"],
     fancybox=RC_PARAM["legend.fancybox"],
     framealpha=RC_PARAM["legend.framealpha"],
-    bbox_to_anchor=(1.02, 0.5),
+    bbox_to_anchor=(0.5, 1.06),
+    ncol=4,
 )
 g.set_xlabels(r"$\text{DHM}_r$ (timesteps)")
 g.set_ylabels(r"$\text{DHM}_d$" + "\n(timesteps)")
 g.set_titles(
-    row_template="Upsampling $k$: {row_name}",
     col_template="Noise level (A.U.): {col_name}",
 )
 for lab in g._legend.texts:
diff --git a/tests/output/figs/print/figures/ar.svg b/tests/output/figs/print/figures/ar.svg
index 90b20d5..60bdafa 100644
--- a/tests/output/figs/print/figures/ar.svg
+++ b/tests/output/figs/print/figures/ar.svg
@@ -1,12 +1,12 @@
 <?xml version='1.0' encoding='ASCII' standalone='yes'?>
-<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="573.299147px" viewBox="0 0 573.299147 349.8705" height="349.8705px">
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="449.052337px" viewBox="0 0 449.052337 294.6992" height="294.6992px">
   <g>
     <g transform="translate(0.0, 0.0) scale(1 1) ">
       <g transform="translate(11, 0) scale(1 1) "><metadata>
   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2025-06-30T16:46:49.647280</dc:date>
+    <dc:date>2025-11-13T10:35:35.836576</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
@@ -21,17 +21,17 @@
  </defs>
  <g id="figure_1">
   <g id="patch_1">
-   <path d="M 0 138.370125  L 559.763946 138.370125  L 559.763946 0  L 0 0  z " style="fill: #ffffff"/>
+   <path d="M 0 147.346  L 438.052337 147.346  L 438.052337 0  L 0 0  z " style="fill: #ffffff"/>
   </g>
   <g id="axes_1">
    <g id="patch_2">
-    <path d="M 7.2 110.54275  L 235.907113 110.54275  L 235.907113 7.2  L 7.2 7.2  z " style="fill: #ffffff"/>
+    <path d="M 7.2 119.518625  L 212.083827 119.518625  L 212.083827 30.575875  L 7.2 30.575875  z " style="fill: #ffffff"/>
    </g>
    <g id="matplotlib.axis_1">
     <g id="xtick_1">
      <g id="text_1">
       <!-- 0 -->
-      <g style="fill: #262626" transform="translate(15.148965 119.641625) scale(0.088 -0.088)">
+      <g style="fill: #262626" transform="translate(14.066089 128.6175) scale(0.088 -0.088)">
        <defs>
         <path id="ArialMT-30" d="M 266 2259  Q 266 3072 433 3567  Q 600 4063 929 4331  Q 1259 4600 1759 4600  Q 2128 4600 2406 4451  Q 2684 4303 2865 4023  Q 3047 3744 3150 3342  Q 3253 2941 3253 2259  Q 3253 1453 3087 958  Q 2922 463 2592 192  Q 2263 -78 1759 -78  Q 1097 -78 719 397  Q 266 969 266 2259  z M 844 2259  Q 844 1131 1108 757  Q 1372 384 1759 384  Q 2147 384 2411 759  Q 2675 1134 2675 2259  Q 2675 3391 2411 3762  Q 2147 4134 1753 4134  Q 1366 4134 1134 3806  Q 844 3388 844 2259  z " transform="scale(0.015625)"/>
        </defs>
@@ -42,7 +42,7 @@
     <g id="xtick_2">
      <g id="text_2">
       <!-- 10 -->
-      <g style="fill: #262626" transform="translate(47.354746 119.641625) scale(0.088 -0.088)">
+      <g style="fill: #262626" transform="translate(42.66228 128.6175) scale(0.088 -0.088)">
        <defs>
         <path id="ArialMT-31" d="M 2384 0  L 1822 0  L 1822 3584  Q 1619 3391 1289 3197  Q 959 3003 697 2906  L 697 3450  Q 1169 3672 1522 3987  Q 1875 4303 2022 4600  L 2384 4600  L 2384 0  z " transform="scale(0.015625)"/>
        </defs>
@@ -54,7 +54,7 @@
     <g id="xtick_3">
      <g id="text_3">
       <!-- 20 -->
-      <g style="fill: #262626" transform="translate(82.007339 119.641625) scale(0.088 -0.088)">
+      <g style="fill: #262626" transform="translate(73.705284 128.6175) scale(0.088 -0.088)">
        <defs>
         <path id="ArialMT-32" d="M 3222 541  L 3222 0  L 194 0  Q 188 203 259 391  Q 375 700 629 1000  Q 884 1300 1366 1694  Q 2113 2306 2375 2664  Q 2638 3022 2638 3341  Q 2638 3675 2398 3904  Q 2159 4134 1775 4134  Q 1369 4134 1125 3890  Q 881 3647 878 3216  L 300 3275  Q 359 3922 746 4261  Q 1134 4600 1788 4600  Q 2447 4600 2831 4234  Q 3216 3869 3216 3328  Q 3216 3053 3103 2787  Q 2991 2522 2730 2228  Q 2469 1934 1863 1422  Q 1356 997 1212 845  Q 1069 694 975 541  L 3222 541  z " transform="scale(0.015625)"/>
        </defs>
@@ -66,7 +66,7 @@
     <g id="xtick_4">
      <g id="text_4">
       <!-- 30 -->
-      <g style="fill: #262626" transform="translate(116.659932 119.641625) scale(0.088 -0.088)">
+      <g style="fill: #262626" transform="translate(104.748289 128.6175) scale(0.088 -0.088)">
        <defs>
         <path id="ArialMT-33" d="M 269 1209  L 831 1284  Q 928 806 1161 595  Q 1394 384 1728 384  Q 2125 384 2398 659  Q 2672 934 2672 1341  Q 2672 1728 2419 1979  Q 2166 2231 1775 2231  Q 1616 2231 1378 2169  L 1441 2663  Q 1497 2656 1531 2656  Q 1891 2656 2178 2843  Q 2466 3031 2466 3422  Q 2466 3731 2256 3934  Q 2047 4138 1716 4138  Q 1388 4138 1169 3931  Q 950 3725 888 3313  L 325 3413  Q 428 3978 793 4289  Q 1159 4600 1703 4600  Q 2078 4600 2393 4439  Q 2709 4278 2876 4000  Q 3044 3722 3044 3409  Q 3044 3113 2884 2869  Q 2725 2625 2413 2481  Q 2819 2388 3044 2092  Q 3269 1797 3269 1353  Q 3269 753 2831 336  Q 2394 -81 1725 -81  Q 1122 -81 723 278  Q 325 638 269 1209  z " transform="scale(0.015625)"/>
        </defs>
@@ -78,7 +78,7 @@
     <g id="xtick_5">
      <g id="text_5">
       <!-- 40 -->
-      <g style="fill: #262626" transform="translate(151.312525 119.641625) scale(0.088 -0.088)">
+      <g style="fill: #262626" transform="translate(135.791293 128.6175) scale(0.088 -0.088)">
        <defs>
         <path id="ArialMT-34" d="M 2069 0  L 2069 1097  L 81 1097  L 81 1613  L 2172 4581  L 2631 4581  L 2631 1613  L 3250 1613  L 3250 1097  L 2631 1097  L 2631 0  L 2069 0  z M 2069 1613  L 2069 3678  L 634 1613  L 2069 1613  z " transform="scale(0.015625)"/>
        </defs>
@@ -90,7 +90,7 @@
     <g id="xtick_6">
      <g id="text_6">
       <!-- 50 -->
-      <g style="fill: #262626" transform="translate(185.965117 119.641625) scale(0.088 -0.088)">
+      <g style="fill: #262626" transform="translate(166.834297 128.6175) scale(0.088 -0.088)">
        <defs>
         <path id="ArialMT-35" d="M 266 1200  L 856 1250  Q 922 819 1161 601  Q 1400 384 1738 384  Q 2144 384 2425 690  Q 2706 997 2706 1503  Q 2706 1984 2436 2262  Q 2166 2541 1728 2541  Q 1456 2541 1237 2417  Q 1019 2294 894 2097  L 366 2166  L 809 4519  L 3088 4519  L 3088 3981  L 1259 3981  L 1013 2750  Q 1425 3038 1878 3038  Q 2478 3038 2890 2622  Q 3303 2206 3303 1553  Q 3303 931 2941 478  Q 2500 -78 1738 -78  Q 1113 -78 717 272  Q 322 622 266 1200  z " transform="scale(0.015625)"/>
        </defs>
@@ -102,7 +102,7 @@
     <g id="xtick_7">
      <g id="text_7">
       <!-- 60 -->
-      <g style="fill: #262626" transform="translate(220.61771 119.641625) scale(0.088 -0.088)">
+      <g style="fill: #262626" transform="translate(197.877301 128.6175) scale(0.088 -0.088)">
        <defs>
         <path id="ArialMT-36" d="M 3184 3459  L 2625 3416  Q 2550 3747 2413 3897  Q 2184 4138 1850 4138  Q 1581 4138 1378 3988  Q 1113 3794 959 3422  Q 806 3050 800 2363  Q 1003 2672 1297 2822  Q 1591 2972 1913 2972  Q 2475 2972 2870 2558  Q 3266 2144 3266 1488  Q 3266 1056 3080 686  Q 2894 316 2569 119  Q 2244 -78 1831 -78  Q 1128 -78 684 439  Q 241 956 241 2144  Q 241 3472 731 4075  Q 1159 4600 1884 4600  Q 2425 4600 2770 4297  Q 3116 3994 3184 3459  z M 888 1484  Q 888 1194 1011 928  Q 1134 663 1356 523  Q 1578 384 1822 384  Q 2178 384 2434 671  Q 2691 959 2691 1453  Q 2691 1928 2437 2201  Q 2184 2475 1800 2475  Q 1419 2475 1153 2201  Q 888 1928 888 1484  z " transform="scale(0.015625)"/>
        </defs>
@@ -113,7 +113,7 @@
     </g>
     <g id="text_8">
      <!-- Timesteps -->
-     <g style="fill: #262626" transform="translate(99.595807 129.262125) scale(0.096 -0.096)">
+     <g style="fill: #262626" transform="translate(87.684164 138.238) scale(0.096 -0.096)">
       <defs>
        <path id="ArialMT-54" d="M 1659 0  L 1659 4041  L 150 4041  L 150 4581  L 3781 4581  L 3781 4041  L 2266 4041  L 2266 0  L 1659 0  z " transform="scale(0.015625)"/>
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@@ -136,32 +136,32 @@
     </g>
    </g>
    <g id="line2d_1">
-    <path d="M 17.595778 64.941306  L 18.84452 53.548786  L 20.093262 44.128322  L 21.342004 36.396171  L 22.590746 30.108418  L 23.839488 25.0554  L 24.880107 21.656963  L 25.920725 18.899724  L 26.961344 16.703776  L 28.001962 14.998712  L 29.04258 13.722496  L 30.083199 12.820485  L 31.123817 12.244546  L 32.164436 11.952295  L 33.205054 11.906414  L 34.245672 12.074054  L 35.494414 12.516618  L 36.95128 13.311584  L 38.61627 14.516942  L 40.489383 16.166521  L 42.778743 18.491058  L 45.900599 22.016561  L 50.895567 28.062752  L 59.636761 38.649939  L 64.63173 44.339495  L 69.210451 49.235645  L 73.789172 53.8096  L 78.367893 58.063516  L 82.946614 62.008943  L 87.525335 65.662054  L 92.312179 69.188325  L 97.099024 72.436068  L 102.093992 75.550451  L 107.088961 78.406503  L 112.292053 81.129464  L 117.703268 83.711746  L 123.322608 86.147997  L 129.150071 88.434928  L 135.393781 90.64088  L 141.845616 92.681844  L 148.713697 94.616648  L 155.998026 96.430875  L 163.698602 98.114236  L 171.815426 99.660362  L 180.55662 101.098229  L 189.922186 102.414218  L 200.120246 103.622928  L 211.358925 104.728416  L 223.846346 105.727784  L 225.511335 105.845352  L 225.511335 105.845352  " clip-path="url(#pde8c939019)" style="fill: none; stroke: #808080; stroke-width: 2; stroke-linecap: round"/>
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    <g id="line2d_2">
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+    <path d="M 30.213848 119.518625  L 30.213848 30.575875  " clip-path="url(#pc0f30c607d)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #566573; stroke-width: 1.5"/>
    </g>
    <g id="line2d_3">
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+    <path d="M 19.553697 119.518625  L 19.553697 30.575875  " clip-path="url(#pc0f30c607d)" style="fill: none; stroke-dasharray: 1.5,2.475; stroke-dashoffset: 0; stroke: #1b9e77; stroke-width: 1.5"/>
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    <g id="line2d_4">
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+    <path d="M 73.838137 119.518625  L 73.838137 30.575875  " clip-path="url(#pc0f30c607d)" style="fill: none; stroke-dasharray: 1.5,2.475; stroke-dashoffset: 0; stroke: #7570b3; stroke-width: 1.5"/>
    </g>
    <g id="patch_3">
-    <path d="M 7.2 110.54275  L 7.2 7.2  " style="fill: none; stroke: #262626; stroke-linejoin: miter; stroke-linecap: square"/>
+    <path d="M 7.2 119.518625  L 7.2 30.575875  " style="fill: none; stroke: #262626; stroke-linejoin: miter; stroke-linecap: square"/>
    </g>
    <g id="patch_4">
-    <path d="M 235.907113 110.54275  L 235.907113 7.2  " style="fill: none; stroke: #262626; stroke-linejoin: miter; stroke-linecap: square"/>
+    <path d="M 212.083827 119.518625  L 212.083827 30.575875  " style="fill: none; stroke: #262626; stroke-linejoin: miter; stroke-linecap: square"/>
    </g>
    <g id="patch_5">
-    <path d="M 7.2 110.54275  L 235.907113 110.54275  " style="fill: none; stroke: #262626; stroke-linejoin: miter; stroke-linecap: square"/>
+    <path d="M 7.2 119.518625  L 212.083827 119.518625  " style="fill: none; stroke: #262626; stroke-linejoin: miter; stroke-linecap: square"/>
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    <g id="patch_6">
-    <path d="M 7.2 7.2  L 235.907113 7.2  " style="fill: none; stroke: #262626; stroke-linejoin: miter; stroke-linecap: square"/>
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    </g>
    <g id="text_9">
     <!-- $AR(2)$ -->
-    <g style="fill: #262626" transform="translate(116.983935 21.60709) scale(0.096 -0.096)">
+    <g style="fill: #262626" transform="translate(104.119361 43.974965) scale(0.096 -0.096)">
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@@ -176,7 +176,7 @@
      <use xlink:href="#CMR17-29" transform="translate(229.170092 0) scale(0.996264)"/>
     </g>
     <!-- coefficients: -->
-    <g style="fill: #262626" transform="translate(106.634501 31.968236) scale(0.096 -0.096)">
+    <g style="fill: #262626" transform="translate(93.769926 54.336111) scale(0.096 -0.096)">
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+    <path d="M 225.96851 119.518625 
+L 430.852337 119.518625 
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-L 476.064 7.2 
+    <path d="M 225.96851 30.575875 
+L 430.852337 30.575875 
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    <g id="text_19">
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-    <g style="fill: #262626" transform="translate(329.695968 21.60709) scale(0.096 -0.096)">
+    <g style="fill: #262626" transform="translate(298.301811 43.974965) scale(0.096 -0.096)">
      <use xlink:href="#CMMI12-41" transform="scale(0.996264)"/>
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      <use xlink:href="#CMR17-28" transform="translate(148.198847 0) scale(0.996264)"/>
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     </g>
     <!-- coefficients: -->
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+    <g style="fill: #262626" transform="translate(287.952377 54.336111) scale(0.096 -0.096)">
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      <use xlink:href="#CMSS17-65" transform="translate(91.084884 0) scale(0.996264)"/>
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     <!-- $\begin{aligned}\gamma_1 &amp;= 1.60\\\gamma_2 &amp;= -0.70\\\end{aligned}$ -->
-    <g style="fill: #262626" transform="translate(319.467274 50.1906) scale(0.096 -0.096)">
+    <g style="fill: #262626" transform="translate(288.073117 72.558475) scale(0.096 -0.096)">
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+    <g style="fill: #262626" transform="translate(357.100485 43.443633) scale(0.096 -0.096)">
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      <use xlink:href="#CMSS17-2d" transform="translate(70.385666 0) scale(0.996264)"/>
@@ -1585,7 +1578,7 @@ L 476.064 7.2
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     </g>
     <!-- coefficients: -->
-    <g style="fill: #262626" transform="translate(401.681095 30.905571) scale(0.096 -0.096)">
+    <g style="fill: #262626" transform="translate(361.710555 53.273446) scale(0.096 -0.096)">
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     <!-- $\begin{aligned}\tau_d &amp;= 1.49+2.47j\\\tau_r &amp;= 1.49-2.47j\\\end{aligned}$ -->
-    <g style="fill: #262626" transform="translate(389.140772 49.304555) scale(0.096 -0.096)">
+    <g style="fill: #262626" transform="translate(349.170232 71.67243) scale(0.096 -0.096)">
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     <!-- $\text{DHM}_r$ -->
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+    <g style="fill: #262626" transform="translate(226.866437 17.018875) scale(0.088 -0.088)">
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-L 503.871071 70.514188 
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     <!-- $\text{DHM}_d$ -->
-    <g style="fill: #262626" transform="translate(510.911071 73.594188) scale(0.088 -0.088)">
+    <g style="fill: #262626" transform="translate(292.954437 17.018875) scale(0.088 -0.088)">
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+  <clipPath id="pc0f30c607d">
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+  <clipPath id="p4dac9f2786">
+   <rect x="225.96851" y="30.575875" width="204.883827" height="88.94275"/>
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diff --git a/tests/output/figs/print/panels/ar-full.svg b/tests/output/figs/print/panels/ar-full.svg
index 1c9aaff..8eaec67 100644
--- a/tests/output/figs/print/panels/ar-full.svg
+++ b/tests/output/figs/print/panels/ar-full.svg
@@ -1,12 +1,12 @@
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     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2025-06-30T16:46:55.921727</dc:date>
+    <dc:date>2025-11-13T10:37:25.633595</dc:date>
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@@ -21,98 +21,43 @@
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-L 47.311825 20.1885 
+    <path d="M 39.97345 119.185325 
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+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
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      </defs>
      <use xlink:href="#ArialMT-49"/>
@@ -4873,14 +2981,14 @@ z
      <use xlink:href="#ArialMT-61" transform="translate(283.447266 0)"/>
     </g>
    </g>
-   <g id="PathCollection_49">
+   <g id="PathCollection_26">
     <g>
-     <use xlink:href="#m68646f99c6" x="501.343522" y="129.557138" style="fill: #e6550d; stroke: #e6550d; stroke-width: 0.4"/>
+     <use xlink:href="#m70e63181c7" x="281.43703" y="20.288762" style="fill: #e6550d; stroke: #e6550d; stroke-width: 0.4"/>
     </g>
    </g>
-   <g id="text_34">
+   <g id="text_27">
     <!-- InDeCa /w  -->
-    <g style="fill: #262626" transform="translate(509.263522 126.338813) scale(0.088 -0.088)">
+    <g style="fill: #262626" transform="translate(289.35703 17.070437) scale(0.088 -0.088)">
      <use xlink:href="#ArialMT-49"/>
      <use xlink:href="#ArialMT-6e" transform="translate(27.783203 0)"/>
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@@ -4893,7 +3001,7 @@ z
      <use xlink:href="#ArialMT-20" transform="translate(466.845703 0)"/>
     </g>
     <!-- shared kernel -->
-    <g style="fill: #262626" transform="translate(509.263522 135.646463) scale(0.088 -0.088)">
+    <g style="fill: #262626" transform="translate(289.35703 26.378087) scale(0.088 -0.088)">
      <defs>
       <path id="ArialMT-64" d="M 2575 0 
 L 2575 419 
@@ -4956,29 +3064,17 @@ z
   </g>
  </g>
  <defs>
-  <clipPath id="pd31070d1a4">
-   <rect x="47.311825" y="20.1885" width="99.701164" height="76.388"/>
-  </clipPath>
-  <clipPath id="pb5e75f1eb9">
-   <rect x="157.231878" y="20.1885" width="99.701164" height="76.388"/>
-  </clipPath>
-  <clipPath id="pfedb5d3497">
-   <rect x="267.15193" y="20.1885" width="99.701164" height="76.388"/>
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-  <clipPath id="p04a2d7cf4c">
-   <rect x="377.071983" y="20.1885" width="99.701164" height="76.388"/>
-  </clipPath>
-  <clipPath id="peaa12b0531">
-   <rect x="47.311825" y="106.9445" width="99.701164" height="76.388"/>
+  <clipPath id="p501d0670de">
+   <rect x="39.97345" y="49.641325" width="91.35937" height="69.544"/>
   </clipPath>
-  <clipPath id="p55f93350f9">
-   <rect x="157.231878" y="106.9445" width="99.701164" height="76.388"/>
+  <clipPath id="p16756e4ea3">
+   <rect x="142.480462" y="49.641325" width="91.35937" height="69.544"/>
   </clipPath>
-  <clipPath id="pb40ecb8740">
-   <rect x="267.15193" y="106.9445" width="99.701164" height="76.388"/>
+  <clipPath id="p0a016ef24a">
+   <rect x="244.987473" y="49.641325" width="91.35937" height="69.544"/>
   </clipPath>
-  <clipPath id="p49556ef51e">
-   <rect x="377.071983" y="106.9445" width="99.701164" height="76.388"/>
+  <clipPath id="p1dd4163157">
+   <rect x="347.494485" y="49.641325" width="91.35937" height="69.544"/>
   </clipPath>
  </defs>
 </svg>

From 6ee7df055800d6e052076b7cae78f13f72ce674e Mon Sep 17 00:00:00 2001
From: phildong <35715936+phildong@users.noreply.github.com>
Date: Wed, 31 Dec 2025 16:34:54 -0500
Subject: [PATCH 2/3] test: fix tests by disabling new heuristics (#42)

* relax test_solve_thres time distance tolerance
* disable prob matrix nnz entry checking when re-setup problem
* reset weight truncate threshold and min relative scale to None
---------

Co-authored-by: phildong <phildong@users.noreply.github.com>
---
 src/indeca/deconv.py | 14 ++++++++------
 tests/test_deconv.py | 19 +++++++++++++++----
 2 files changed, 23 insertions(+), 10 deletions(-)

diff --git a/src/indeca/deconv.py b/src/indeca/deconv.py
index adc7241..f0b2421 100644
--- a/src/indeca/deconv.py
+++ b/src/indeca/deconv.py
@@ -142,14 +142,14 @@ def __init__(
         backend: str = "osqp",
         nthres: int = 1000,
         err_weighting: str = None,
-        wt_trunc_thres: float = 1e-2,
+        wt_trunc_thres: float = None,
         masking_radius: int = None,
         pks_polish: bool = True,
         th_min: float = 0,
         th_max: float = 1,
         density_thres: float = None,
         ncons_thres: int = None,
-        min_rel_scl: float = "auto",
+        min_rel_scl: float = None,
         max_iter_l0: int = 30,
         max_iter_penal: int = 500,
         max_iter_scal: int = 50,
@@ -482,15 +482,17 @@ def update(
                     A_before = self.A.copy()
                     self._update_A()
                     assert self.A.shape == A_before.shape
-                    assert (self.A.nonzero()[0] == A_before.nonzero()[0]).all()
-                    assert (self.A.nonzero()[1] == A_before.nonzero()[1]).all()
+                    if not setup_prob:
+                        assert (self.A.nonzero()[0] == A_before.nonzero()[0]).all()
+                        assert (self.A.nonzero()[1] == A_before.nonzero()[1]).all()
                     updt_A = True
                 if any((scale is not None, scale_mul is not None, updt_HG, updt_P)):
                     P_before = self.P.copy()
                     self._update_P()
                     assert self.P.shape == P_before.shape
-                    assert (self.P.nonzero()[0] == P_before.nonzero()[0]).all()
-                    assert (self.P.nonzero()[1] == P_before.nonzero()[1]).all()
+                    if not setup_prob:
+                        assert (self.P.nonzero()[0] == P_before.nonzero()[0]).all()
+                        assert (self.P.nonzero()[1] == P_before.nonzero()[1]).all()
                     updt_P = True
                 if any(
                     (
diff --git a/tests/test_deconv.py b/tests/test_deconv.py
index a5904ee..c11d26d 100644
--- a/tests/test_deconv.py
+++ b/tests/test_deconv.py
@@ -124,8 +124,12 @@ def test_solve_thres(
         )
         s_direct = intm[0]
         s_bin = s_bin.astype(float)
+        ttol = max(upsamp_y / upsamp, upsamp, upsamp_y)
         mdist, f1, precs, recall = assignment_distance(
-            s_ref=s_org, s_slv=s_bin, tdist_thres=5, include_range=(0, len(s_org) - 5)
+            s_ref=s_org,
+            s_slv=s_bin,
+            tdist_thres=ttol,
+            include_range=(0, len(s_org) - max(int(ttol), 5)),
         )
         # plotting
         fig = go.Figure()
@@ -522,9 +526,16 @@ def test_demo_solve_scale_realds(
             err_weighting=err_weighting,
             use_base=True,
         )
-        opt_s, opt_c, cur_scl, cur_obj, cur_penal, iterdf = deconv.solve_scale(
-            return_met=True, obj_crit=obj_crit
-        )
+        (
+            opt_s,
+            opt_c,
+            cur_scl,
+            cur_obj,
+            err_rel,
+            nnz,
+            cur_penal,
+            iterdf,
+        ) = deconv.solve_scale(return_met=True, obj_crit=obj_crit)
         deconv.update(update_weighting=True)
         err_wt = deconv.err_wt.squeeze()
         deconv.update(update_weighting=True, clear_weighting=True, scale=1)

From 0b6760801b5274b2b9612c69b6b9a08fcbba68df Mon Sep 17 00:00:00 2001
From: phildong <35715936+phildong@users.noreply.github.com>
Date: Wed, 31 Dec 2025 19:45:38 -0500
Subject: [PATCH 3/3] fix: return optimal iteration in pipeline (#44)

---
 src/indeca/pipeline.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/src/indeca/pipeline.py b/src/indeca/pipeline.py
index 74c4854..411294a 100644
--- a/src/indeca/pipeline.py
+++ b/src/indeca/pipeline.py
@@ -432,7 +432,6 @@ def pipeline_bin(
             opt_idx = metric_df.loc[
                 metric_df[metric_df["cell"] == icell]["obj"].idxmin(), "iter"
             ]
-        opt_idx = -1
         opt_C[icell, :] = C_ls[opt_idx][icell, :]
         opt_S[icell, :] = S_ls[opt_idx][icell, :]
     C_ls.append(opt_C)