From 4206a06c94b5d63f6bed6c1dd27edd2cc449c199 Mon Sep 17 00:00:00 2001
From: Bas Nijholt <bas@nijho.lt>
Date: Tue, 30 Sep 2025 16:23:23 -0700
Subject: [PATCH 1/3] Handle duplicate convex hull points when resuming
 LearnerND

---
 adaptive/learner/learnerND.py                 |   43 +-
 adaptive/tests/data/issue_470_boundaries.json |    1 +
 .../tests/data/issue_470_sampled_points.csv   | 2012 +++++++++++++++++
 .../tests/unit/test_learnernd_integration.py  |   31 +
 4 files changed, 2077 insertions(+), 10 deletions(-)
 create mode 100644 adaptive/tests/data/issue_470_boundaries.json
 create mode 100644 adaptive/tests/data/issue_470_sampled_points.csv

diff --git a/adaptive/learner/learnerND.py b/adaptive/learner/learnerND.py
index 33bbbbb07..320d9df1e 100644
--- a/adaptive/learner/learnerND.py
+++ b/adaptive/learner/learnerND.py
@@ -376,6 +376,7 @@ def __init__(self, func, bounds, loss_per_simplex=None):
         # been returned has not been deleted. This checking is done by
         # _pop_highest_existing_simplex
         self._simplex_queue = SortedKeyList(key=_simplex_evaluation_priority)
+        self._skipped_bound_points: set[tuple[float, ...]] = set()
 
     def new(self) -> LearnerND:
         """Create a new learner with the same function and bounds."""
@@ -602,7 +603,12 @@ def _try_adding_pending_point_to_simplex(self, point, simplex):
             self._subtriangulations[simplex] = Triangulation(vertices)
 
         self._pending_to_simplex[point] = simplex
-        return self._subtriangulations[simplex].add_point(point)
+        try:
+            return self._subtriangulations[simplex].add_point(point)
+        except ValueError as exc:
+            if str(exc) == "Point already in triangulation.":
+                self._pending_to_simplex.pop(point, None)
+            raise
 
     def _update_subsimplex_losses(self, simplex, new_subsimplices):
         loss = self._losses[simplex]
@@ -627,13 +633,23 @@ def ask(self, n, tell_pending=True):
 
     def _ask_bound_point(self):
         # get the next bound point that is still available
-        new_point = next(
-            p
-            for p in self._bounds_points
-            if p not in self.data and p not in self.pending_points
-        )
-        self.tell_pending(new_point)
-        return new_point, np.inf
+        while True:
+            new_point = next(
+                p
+                for p in self._bounds_points
+                if p not in self.data
+                and p not in self.pending_points
+                and p not in self._skipped_bound_points
+            )
+            try:
+                self.tell_pending(new_point)
+            except ValueError as exc:
+                if str(exc) == "Point already in triangulation.":
+                    self.pending_points.discard(new_point)
+                    self._skipped_bound_points.add(new_point)
+                    continue
+                raise
+            return new_point, np.inf
 
     def _ask_point_without_known_simplices(self):
         assert not self._bounds_available
@@ -699,13 +715,20 @@ def _ask_best_point(self):
     @property
     def _bounds_available(self):
         return any(
-            (p not in self.pending_points and p not in self.data)
+            (
+                p not in self.pending_points
+                and p not in self.data
+                and p not in self._skipped_bound_points
+            )
             for p in self._bounds_points
         )
 
     def _ask(self):
         if self._bounds_available:
-            return self._ask_bound_point()  # O(1)
+            try:
+                return self._ask_bound_point()  # O(1)
+            except StopIteration:
+                pass
 
         if self.tri is None:
             # All bound points are pending or have been evaluated, but we do not
diff --git a/adaptive/tests/data/issue_470_boundaries.json b/adaptive/tests/data/issue_470_boundaries.json
new file mode 100644
index 000000000..19d5e9ac5
--- /dev/null
+++ b/adaptive/tests/data/issue_470_boundaries.json
@@ -0,0 +1 @@
+[[0.0, 0.0], [100.0, 1.115142836310296e-06], [200.0, 2.230285672620592e-06], [300.0, 3.3454285089308886e-06], [400.0, 4.460571345241184e-06], [500.0, 5.57571418155148e-06], [600.0, 6.690857017861777e-06], [700.0, 7.805999854172073e-06], [800.0, 8.921142690482368e-06], [900.0, 1.0036285526792665e-05], [1000.0, 1.115142836310296e-05], [1100.0, 1.2266571199413256e-05], [1200.0, 1.3381714035723556e-05], [1300.0, 1.449685687203385e-05], [1400.0, 1.5611999708344146e-05], [1500.0, 1.6727142544654443e-05], [1600.0, 1.7842285380964736e-05], [1700.0, 1.8957428217275036e-05], [1800.0, 2.007257105358533e-05], [1900.0, 2.1187713889895622e-05], [2000.0, 2.230285672620592e-05], [2100.0, 2.3417999562516216e-05], [2200.0, 2.4533142398826512e-05], [2300.0, 2.564828523513681e-05], [2400.0, 2.676342807144711e-05], [2500.0, 2.78785709077574e-05], [2600.0, 2.89937137440677e-05], [2700.0, 3.0108856580378e-05], [2800.0, 3.122399941668829e-05], [2900.0, 3.233914225299859e-05], [3000.0, 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diff --git a/adaptive/tests/data/issue_470_sampled_points.csv b/adaptive/tests/data/issue_470_sampled_points.csv
new file mode 100644
index 000000000..16c1ba70a
--- /dev/null
+++ b/adaptive/tests/data/issue_470_sampled_points.csv
@@ -0,0 +1,2012 @@
+x;y;value
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+0.0;0.0;0.0
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diff --git a/adaptive/tests/unit/test_learnernd_integration.py b/adaptive/tests/unit/test_learnernd_integration.py
index 939108377..4c79352e5 100644
--- a/adaptive/tests/unit/test_learnernd_integration.py
+++ b/adaptive/tests/unit/test_learnernd_integration.py
@@ -1,8 +1,13 @@
+import json
 import math
+from pathlib import Path
 
+import numpy as np
 import pytest
+from scipy.spatial import ConvexHull
 
 from adaptive.learner import LearnerND
+from adaptive.learner.learner1D import with_pandas
 from adaptive.learner.learnerND import curvature_loss_function
 from adaptive.runner import BlockingRunner
 from adaptive.runner import simple as SimpleRunner
@@ -53,3 +58,29 @@ def test_learnerND_log_works():
     learner.ask(2)
     # At this point, there should! be one simplex in the triangulation,
     # furthermore the last two points that were asked should be in this simplex
+
+
+@pytest.mark.skipif(not with_pandas, reason="pandas is not installed")
+def test_learnerND_resume_after_loading_dataframe_convex_hull():
+    import pandas
+
+    data_dir = Path(__file__).resolve().parent.parent / "data"
+    df = pandas.read_csv(data_dir / "issue_470_sampled_points.csv", sep=";")
+    boundaries = json.loads((data_dir / "issue_470_boundaries.json").read_text())
+    hull = ConvexHull(boundaries)
+
+    def some_f(xy):
+        x, y = xy
+        a = 0.2
+        return x + np.exp(-((x**2 + y**2 - 0.75**2) ** 2) / a**4)
+
+    learner = LearnerND(some_f, hull)
+    learner.load_dataframe(
+        df,
+        with_default_function_args=False,
+        point_names=("x", "y"),
+    )
+
+    target = len(df) + 10
+    BlockingRunner(learner, npoints_goal=target)
+    assert learner.npoints >= target

From 95cf36e7dadbade7714a51862ffdd83f8930129e Mon Sep 17 00:00:00 2001
From: Bas Nijholt <bas@nijho.lt>
Date: Tue, 30 Sep 2025 17:18:26 -0700
Subject: [PATCH 2/3] Canonicalise LearnerND hull seeding and add regression
 test

---
 adaptive/learner/learnerND.py                 |   64 +-
 adaptive/tests/data/issue_470_boundaries.json |    1 -
 .../tests/data/issue_470_sampled_points.csv   | 2012 -----------------
 .../tests/unit/test_learnernd_integration.py  |   68 +-
 4 files changed, 92 insertions(+), 2053 deletions(-)
 delete mode 100644 adaptive/tests/data/issue_470_boundaries.json
 delete mode 100644 adaptive/tests/data/issue_470_sampled_points.csv

diff --git a/adaptive/learner/learnerND.py b/adaptive/learner/learnerND.py
index 320d9df1e..3a286be77 100644
--- a/adaptive/learner/learnerND.py
+++ b/adaptive/learner/learnerND.py
@@ -376,7 +376,8 @@ def __init__(self, func, bounds, loss_per_simplex=None):
         # been returned has not been deleted. This checking is done by
         # _pop_highest_existing_simplex
         self._simplex_queue = SortedKeyList(key=_simplex_evaluation_priority)
-        self._skipped_bound_points: set[tuple[float, ...]] = set()
+        self._next_bound_idx = 0
+        self._bound_match_tol = 1e-10
 
     def new(self) -> LearnerND:
         """Create a new learner with the same function and bounds."""
@@ -489,6 +490,7 @@ def load_dataframe(  # type: ignore[override]
             self.function = partial_function_from_dataframe(
                 self.function, df, function_prefix
             )
+        self._next_bound_idx = 0
 
     @property
     def bounds_are_done(self):
@@ -556,6 +558,27 @@ def _simplex_exists(self, simplex):
         simplex = tuple(sorted(simplex))
         return simplex in self.tri.simplices
 
+    def _is_known_point(self, point):
+        point = tuple(map(float, point))
+        if point in self.data or point in self.pending_points:
+            return True
+
+        tolerances = [
+            max(self._bound_match_tol, self._bound_match_tol * (hi - lo))
+            for lo, hi in self._bbox
+        ]
+
+        def _close(other):
+            return all(abs(a - b) <= tol for (a, b, tol) in zip(point, other, tolerances))
+
+        for existing in self.data.keys():
+            if _close(existing):
+                return True
+        for existing in self.pending_points:
+            if _close(existing):
+                return True
+        return False
+
     def inside_bounds(self, point):
         """Check whether a point is inside the bounds."""
         if self._interior is not None:
@@ -633,24 +656,18 @@ def ask(self, n, tell_pending=True):
 
     def _ask_bound_point(self):
         # get the next bound point that is still available
-        while True:
-            new_point = next(
-                p
-                for p in self._bounds_points
-                if p not in self.data
-                and p not in self.pending_points
-                and p not in self._skipped_bound_points
-            )
-            try:
-                self.tell_pending(new_point)
-            except ValueError as exc:
-                if str(exc) == "Point already in triangulation.":
-                    self.pending_points.discard(new_point)
-                    self._skipped_bound_points.add(new_point)
-                    continue
-                raise
+        while self._next_bound_idx < len(self._bounds_points):
+            new_point = self._bounds_points[self._next_bound_idx]
+            self._next_bound_idx += 1
+
+            if self._is_known_point(new_point):
+                continue
+
+            self.tell_pending(new_point)
             return new_point, np.inf
 
+        raise StopIteration
+
     def _ask_point_without_known_simplices(self):
         assert not self._bounds_available
         # pick a random point inside the bounds
@@ -715,20 +732,13 @@ def _ask_best_point(self):
     @property
     def _bounds_available(self):
         return any(
-            (
-                p not in self.pending_points
-                and p not in self.data
-                and p not in self._skipped_bound_points
-            )
-            for p in self._bounds_points
+            not self._is_known_point(p)
+            for p in self._bounds_points[self._next_bound_idx :]
         )
 
     def _ask(self):
         if self._bounds_available:
-            try:
-                return self._ask_bound_point()  # O(1)
-            except StopIteration:
-                pass
+            return self._ask_bound_point()  # O(1)
 
         if self.tri is None:
             # All bound points are pending or have been evaluated, but we do not
diff --git a/adaptive/tests/data/issue_470_boundaries.json b/adaptive/tests/data/issue_470_boundaries.json
deleted file mode 100644
index 19d5e9ac5..000000000
--- a/adaptive/tests/data/issue_470_boundaries.json
+++ /dev/null
@@ -1 +0,0 @@
-[[0.0, 0.0], [100.0, 1.115142836310296e-06], [200.0, 2.230285672620592e-06], [300.0, 3.3454285089308886e-06], [400.0, 4.460571345241184e-06], [500.0, 5.57571418155148e-06], [600.0, 6.690857017861777e-06], [700.0, 7.805999854172073e-06], [800.0, 8.921142690482368e-06], [900.0, 1.0036285526792665e-05], [1000.0, 1.115142836310296e-05], [1100.0, 1.2266571199413256e-05], [1200.0, 1.3381714035723556e-05], [1300.0, 1.449685687203385e-05], [1400.0, 1.5611999708344146e-05], [1500.0, 1.6727142544654443e-05], [1600.0, 1.7842285380964736e-05], [1700.0, 1.8957428217275036e-05], [1800.0, 2.007257105358533e-05], [1900.0, 2.1187713889895622e-05], [2000.0, 2.230285672620592e-05], [2100.0, 2.3417999562516216e-05], [2200.0, 2.4533142398826512e-05], [2300.0, 2.564828523513681e-05], [2400.0, 2.676342807144711e-05], [2500.0, 2.78785709077574e-05], [2600.0, 2.89937137440677e-05], [2700.0, 3.0108856580378e-05], [2800.0, 3.122399941668829e-05], [2900.0, 3.233914225299859e-05], [3000.0, 3.3454285089308885e-05], [3100.0, 3.456942792561918e-05], [3200.0, 3.568457076192947e-05], [3300.0, 3.679971359823977e-05], [3400.0, 3.791485643455007e-05], [3500.0, 3.902999927086036e-05], [3600.0, 4.014514210717066e-05], [3700.0, 4.126028494348096e-05], [3800.0, 4.237542777979125e-05], [3900.0, 4.349057061610155e-05], [4000.0, 4.460571345241184e-05], [4100.0, 4.5720856288722135e-05], [4200.0, 6.814896913926772e-05], [4300.0, 9.86347750047832e-05], [4400.0, 0.0001291205808702], [4500.0, 0.0001596063867358], [4600.0, 0.0001900921926013], [4700.0, 0.0002205779984668], [4800.0, 0.0002510638043323], [4900.0, 0.0002815496101978], [5000.0, 0.0003120354160633], [5100.0, 0.0003425212219289], [5200.0, 0.0003730070277944], [5300.0, 0.0004034928336599], [5400.0, 0.0004339786395254], [5500.0, 0.0004644644453909], [5600.0, 0.0004949502512564], [5700.0, 0.0005254360571219], [5800.0, 0.0005559218629875], [5900.0, 0.0007147750527983], [5958.286720010206, 0.0191313558591815], [5907.6017302122045, 100.0], [5900.0, 114.76582808254696], [5855.557077950937, 200.0], [5802.120964299216, 300.0], [5800.0, 303.9180944285528], [5747.2470662133965, 400.0], [5700.0, 484.0110564366577], [5690.889136812792, 500.0], [5632.988323616697, 600.0], [5600.0, 655.7812882689732], [5573.489289877545, 700.0], [5512.330765927291, 800.0], [5500.0, 819.8310791739173], [5449.453695550926, 900.0], [5400.0, 976.7273642697368], [5384.783431673397, 1000.0], [5318.25038673062, 1100.0], [5300.0, 1126.9294170460528], [5249.768962312114, 1200.0], [5200.0, 1270.8848142140498], [5179.25599484322, 1300.0], [5106.615292424962, 1400.0], [5100.0, 1408.9603456835755], [5031.748474209412, 1500.0], [5000.0, 1541.4981221350852], [4954.544472334084, 1600.0], [4900.0, 1668.8144779856843], [4874.883500782354, 1700.0], [4800.0, 1791.1726541541148], [4792.629568799029, 1800.0], [4707.642393422194, 1900.0], [4700.0, 1908.82851256576], [4619.75309080672, 2000.0], [4600.0, 2022.015570709802], [4528.789455590954, 2100.0], [4500.0, 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[2544.616895822353, 3600.0], [2500.0, 3621.69541538601], [2400.0, 3668.7142274073726], [2330.724210396878, 3700.0], [2300.0, 3713.54356901084], [2200.0, 3756.2207047353977], [2100.0, 3796.777361608687], [2091.822547917115, 3800.0], [2000.0, 3835.25044716744], [1900.0, 3871.6715389583783], [1818.0750272525088, 3900.0], [1800.0, 3906.069632377301], [1700.0, 3938.470724359623], [1600.0, 3968.8952109580896], [1500.0, 3997.370800627546], [1490.4102994496432, 4000.0], [1400.0, 4023.918712198653], [1300.0, 4048.558469218259], [1200.0, 4071.305295092509], [1100.0, 4092.1748990692186], [1060.0124392467872, 4100.0], [1000.0, 4111.1848482834], [900.0, 4128.348190721229], [800.0, 4143.676046135198], [700.0, 4157.173923620604], [600.0, 4168.855459354523], [500.0, 4178.7279024480495], [400.0, 4186.796819535569], [300.0, 4193.060249381895], [200.0, 4197.525520724352], [110.21120510982271, 4200.0], [100.0, 4200.189296956492], [11.409296118577458, 4201.032313198807], [11.26971309299113, 4200.0], [9.859345855831664, 4100.0], [9.207088443836112, 4000.0], [8.701469586322228, 3900.0], [8.271085442199967, 3800.0], [7.888502586309943, 3700.0], [7.539590097895451, 3600.0], [7.216017876632443, 3500.0], [6.912321158587411, 3400.0], [6.624724552852864, 3300.0], [6.350477146505692, 3200.0], [6.087548114163271, 3100.0], [5.834345433212333, 3000.0], [5.589546958407851, 2900.0], [5.352131461752008, 2800.0], [5.121242119180592, 2700.0], [4.896265293719253, 2600.0], [4.676478944932127, 2500.0], [4.4614068208286914, 2400.0], [4.250628570151294, 2300.0], [4.043732413888003, 2200.0], [3.840343010283609, 2100.0], [3.640252131290516, 2000.0], [3.443099142331329, 1900.0], [3.2486450191940843, 1800.0], [3.0566671498447104, 1700.0], [2.8669554821101078, 1600.0], [2.6793182091171377, 1500.0], [2.4935476601936504, 1400.0], [2.309445776938012, 1300.0], [2.1268225766767004, 1200.0], [1.94549506194922, 1100.0], [1.7652930253117367, 1000.0], [1.586065699183146, 900.0], [1.4076821682836234, 800.0], [1.2300220890107458, 700.0], [1.052987058866334, 600.0], [0.8764933592021794, 500.0], [0.7004700317462764, 400.0], [0.5248567780708592, 300.0], [0.3496022369010007, 200.0], [0.1746625696061707, 100.0]]
diff --git a/adaptive/tests/data/issue_470_sampled_points.csv b/adaptive/tests/data/issue_470_sampled_points.csv
deleted file mode 100644
index 16c1ba70a..000000000
--- a/adaptive/tests/data/issue_470_sampled_points.csv
+++ /dev/null
@@ -1,2012 +0,0 @@
-x;y;value
-0.3496022369010007;200.0;0.0001404411414682
-0.0;0.0;0.0
-2.1268225766767004;1200.0;0.0008604738626729
-2.309445776938012;1300.0;0.0009350320216157
-1.94549506194922;1100.0;0.0007865474673707
-0.1746625696061707;100.0;0.0307499865291447
-2.6793182091171377;1500.0;0.0010863496716098
-2.8669554821101078;1600.0;0.0011632702789086
-3.0566671498447104;1700.0;0.0012411459741912
-3.2486450191940843;1800.0;0.0013200570318048
-0.5248567780708592;300.0;0.0046381114348434
-0.7004700317462764;400.0;0.0330332489367606
-0.8764933592021794;500.0;0.0120916687475727
-1.052987058866334;600.0;0.028486908894024
-1.4076821682836234;800.0;0.006958939519734
-1.2300220890107458;700.0;0.0224680469903404
-2.4935476601936504;1400.0;0.0082681604438477
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diff --git a/adaptive/tests/unit/test_learnernd_integration.py b/adaptive/tests/unit/test_learnernd_integration.py
index 4c79352e5..1ce742976 100644
--- a/adaptive/tests/unit/test_learnernd_integration.py
+++ b/adaptive/tests/unit/test_learnernd_integration.py
@@ -1,9 +1,7 @@
-import json
 import math
-from pathlib import Path
 
-import numpy as np
 import pytest
+import numpy as np
 from scipy.spatial import ConvexHull
 
 from adaptive.learner import LearnerND
@@ -61,26 +59,70 @@ def test_learnerND_log_works():
 
 
 @pytest.mark.skipif(not with_pandas, reason="pandas is not installed")
-def test_learnerND_resume_after_loading_dataframe_convex_hull():
+def test_learnerND_resume_after_loading_dataframe_convex_hull(monkeypatch):
     import pandas
-
-    data_dir = Path(__file__).resolve().parent.parent / "data"
-    df = pandas.read_csv(data_dir / "issue_470_sampled_points.csv", sep=";")
-    boundaries = json.loads((data_dir / "issue_470_boundaries.json").read_text())
-    hull = ConvexHull(boundaries)
+    from types import MethodType
+
+    hull_points = [
+        (4.375872112626925, 8.917730007820797),
+        (4.236547993389047, 6.458941130666561),
+        (6.027633760716439, 5.448831829968968),
+        (9.636627605010293, 3.8344151882577773),
+    ]
+
+    data_points = [
+        (4.375872112626925, 8.917730007820797),
+        (4.236547993389047, 6.458941130666561),
+        (6.027633760716439, 5.448831829968968),
+        (9.636627605086398, 3.834415188269945),
+        (0.7103605819788694, 0.8712929970154071),
+        (0.2021839744032572, 8.32619845547938),
+        (7.781567509498505, 8.700121482468191),
+    ]
+
+    df = pandas.DataFrame(data_points, columns=["x", "y"])
+    df["value"] = df["x"] + df["y"]
+
+    hull = ConvexHull(hull_points)
 
     def some_f(xy):
-        x, y = xy
-        a = 0.2
-        return x + np.exp(-((x**2 + y**2 - 0.75**2) ** 2) / a**4)
+        return xy[0] + xy[1]
+
+    learner_old = LearnerND(some_f, hull)
+    learner_old.load_dataframe(
+        df,
+        with_default_function_args=False,
+        point_names=("x", "y"),
+        value_name="value",
+    )
+
+    def old_ask_bound_point(self):
+        new_point = next(
+            p for p in self._bounds_points if p not in self.data and p not in self.pending_points
+        )
+        self.tell_pending(new_point)
+        return new_point, np.inf
+
+    learner_old._ask_bound_point = MethodType(old_ask_bound_point, learner_old)
+
+    def naive_is_known_point(self, point):
+        point = tuple(map(float, point))
+        return point in self.data or point in self.pending_points
+
+    learner_old._is_known_point = MethodType(naive_is_known_point, learner_old)
+    learner_old._bound_match_tol = 0.0
+
+    with pytest.raises(ValueError):
+        BlockingRunner(learner_old, npoints_goal=len(df) + 1)
 
     learner = LearnerND(some_f, hull)
     learner.load_dataframe(
         df,
         with_default_function_args=False,
         point_names=("x", "y"),
+        value_name="value",
     )
 
-    target = len(df) + 10
+    target = len(df) + 1
     BlockingRunner(learner, npoints_goal=target)
     assert learner.npoints >= target

From cf12afbcb160f4bed538cb13fe596c8a36927bb4 Mon Sep 17 00:00:00 2001
From: Bas Nijholt <bas@nijho.lt>
Date: Tue, 30 Sep 2025 17:45:03 -0700
Subject: [PATCH 3/3] run pre-commit

---
 adaptive/learner/learnerND.py                     | 4 +++-
 adaptive/tests/unit/test_learnernd_integration.py | 9 ++++++---
 2 files changed, 9 insertions(+), 4 deletions(-)

diff --git a/adaptive/learner/learnerND.py b/adaptive/learner/learnerND.py
index 3a286be77..1e3e2f0d5 100644
--- a/adaptive/learner/learnerND.py
+++ b/adaptive/learner/learnerND.py
@@ -569,7 +569,9 @@ def _is_known_point(self, point):
         ]
 
         def _close(other):
-            return all(abs(a - b) <= tol for (a, b, tol) in zip(point, other, tolerances))
+            return all(
+                abs(a - b) <= tol for (a, b, tol) in zip(point, other, tolerances)
+            )
 
         for existing in self.data.keys():
             if _close(existing):
diff --git a/adaptive/tests/unit/test_learnernd_integration.py b/adaptive/tests/unit/test_learnernd_integration.py
index 1ce742976..fe7c64919 100644
--- a/adaptive/tests/unit/test_learnernd_integration.py
+++ b/adaptive/tests/unit/test_learnernd_integration.py
@@ -1,7 +1,7 @@
 import math
 
-import pytest
 import numpy as np
+import pytest
 from scipy.spatial import ConvexHull
 
 from adaptive.learner import LearnerND
@@ -60,9 +60,10 @@ def test_learnerND_log_works():
 
 @pytest.mark.skipif(not with_pandas, reason="pandas is not installed")
 def test_learnerND_resume_after_loading_dataframe_convex_hull(monkeypatch):
-    import pandas
     from types import MethodType
 
+    import pandas
+
     hull_points = [
         (4.375872112626925, 8.917730007820797),
         (4.236547993389047, 6.458941130666561),
@@ -98,7 +99,9 @@ def some_f(xy):
 
     def old_ask_bound_point(self):
         new_point = next(
-            p for p in self._bounds_points if p not in self.data and p not in self.pending_points
+            p
+            for p in self._bounds_points
+            if p not in self.data and p not in self.pending_points
         )
         self.tell_pending(new_point)
         return new_point, np.inf