From 4ddf3bd29d5b582a14540a432c0fa53510422359 Mon Sep 17 00:00:00 2001
From: Oliver Borchert <oliver.borchert@quantco.com>
Date: Tue, 21 Jul 2026 17:00:51 +0200
Subject: [PATCH 1/2] chore: Bump latest polars version to v1.43

---
 pixi.lock      | 245 +++++++++++++++++++++++++++++++++++--------------
 pixi.toml      |   2 +-
 pyproject.toml |   2 +
 3 files changed, 178 insertions(+), 71 deletions(-)

diff --git a/pixi.lock b/pixi.lock
index f2d545f..4ae1e70 100644
--- a/pixi.lock
+++ b/pixi.lock
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       - conda: https://conda.anaconda.org/conda-forge/win-64/pydantic-core-2.46.4-py314h9f07db2_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/pyodbc-5.3.0-py314h13fbf68_0.conda
@@ -9790,7 +9790,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.2-h35e630c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/orc-2.3.0-h21090e2_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pandas-3.0.3-py314hb4ffadd_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/polars-runtime-32-1.41.2-py310h49dadd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/polars-runtime-32-1.43.0-py310h49dadd8_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/prometheus-cpp-1.3.0-ha5d0236_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/psutil-7.2.2-py314h0f05182_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pyarrow-24.0.0-py314hdafbbf9_0.conda
@@ -9865,7 +9865,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-26.1.2-pyh145f28c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.6.0-pyhf9edf01_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/polars-1.41.2-pyh58ad624_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/polars-1.43.0-pyh58ad624_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/propcache-0.5.2-pyh7db6752_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/py-cpuinfo-9.0.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-3.0-pyhcf101f3_0.conda
@@ -9995,7 +9995,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/openssl-3.6.2-h546c87b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/orc-2.3.0-hce1ac79_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/pandas-3.0.3-py314he6363bd_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/polars-runtime-32-1.41.2-py310h32c7c23_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/polars-runtime-32-1.43.0-py310h32c7c23_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/prometheus-cpp-1.3.0-h7938499_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/psutil-7.2.2-py314h2e8dab5_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/pyarrow-24.0.0-py314ha42fa4b_0.conda
@@ -10070,7 +10070,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-26.1.2-pyh145f28c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.6.0-pyhf9edf01_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/polars-1.41.2-pyh58ad624_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/polars-1.43.0-pyh58ad624_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/propcache-0.5.2-pyh7db6752_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/py-cpuinfo-9.0.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-3.0-pyhcf101f3_0.conda
@@ -10160,7 +10160,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-26.1.2-pyh145f28c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.6.0-pyhf9edf01_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/polars-1.41.2-pyh58ad624_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/polars-1.43.0-pyh58ad624_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/propcache-0.5.2-pyh7db6752_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/py-cpuinfo-9.0.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-3.0-pyhcf101f3_0.conda
@@ -10285,7 +10285,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/openssl-3.6.2-hc881268_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/orc-2.3.0-hb9b210e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/pandas-3.0.3-py314h99bb933_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/polars-runtime-32-1.41.2-py310h3769acf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/polars-runtime-32-1.43.0-py310h3769acf_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/prometheus-cpp-1.3.0-h7802330_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/psutil-7.2.2-py314hd330473_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/pyarrow-24.0.0-py314hee6578b_0.conda
@@ -10360,7 +10360,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-26.1.2-pyh145f28c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.6.0-pyhf9edf01_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/polars-1.41.2-pyh58ad624_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/polars-1.43.0-pyh58ad624_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/propcache-0.5.2-pyh7db6752_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/py-cpuinfo-9.0.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-3.0-pyhcf101f3_0.conda
@@ -10484,7 +10484,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.6.2-hd24854e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/orc-2.3.0-hd11884d_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pandas-3.0.3-py314he609de1_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/polars-runtime-32-1.41.2-py310hb2fc7d1_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/polars-runtime-32-1.43.0-py310hb2fc7d1_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/prometheus-cpp-1.3.0-h0967b3e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/psutil-7.2.2-py314ha14b1ff_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyarrow-24.0.0-py314he55896b_0.conda
@@ -10559,7 +10559,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-26.1.2-pyh145f28c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.6.0-pyhf9edf01_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/polars-1.41.2-pyh58ad624_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/polars-1.43.0-pyh58ad624_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/propcache-0.5.2-pyh7db6752_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/py-cpuinfo-9.0.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-3.0-pyhcf101f3_0.conda
@@ -10677,7 +10677,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/openssl-3.6.2-hf411b9b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/orc-2.3.0-h8fc0eb6_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/pandas-3.0.3-py314hf700ef7_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/polars-runtime-32-1.41.2-py310hd2b7e2a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/polars-runtime-32-1.43.0-py310hd2b7e2a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/prometheus-cpp-1.3.0-hcea2f5d_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/psutil-7.2.2-py314hc5dbbe4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/pyarrow-24.0.0-py314h86ab7b2_0.conda
@@ -13113,6 +13113,23 @@ packages:
   license: MIT
   size: 42611524
   timestamp: 1780146392384
+- conda: https://conda.anaconda.org/conda-forge/linux-64/polars-runtime-32-1.43.0-py310h49dadd8_0.conda
+  noarch: python
+  sha256: 7258a422757faffe7a54dc491368371c466eddfd48436aeb53d9da5855439208
+  md5: 0219195a2ef8206c10199cfa1085d72a
+  depends:
+  - python
+  - libstdcxx >=14
+  - libgcc >=14
+  - __glibc >=2.17,<3.0.a0
+  - _python_abi3_support 1.*
+  - cpython >=3.10
+  constrains:
+  - __glibc >=2.17
+  license: MIT
+  run_exports: {}
+  size: 41196780
+  timestamp: 1784624442568
 - conda: https://conda.anaconda.org/conda-forge/linux-64/prettier-3.8.3-h7e4c9f4_1.conda
   sha256: 1d9bf7f72b4a8b427dd7e39eeeff256556b59aa449870877c0f707ae6e5a040a
   md5: dad31deb401d511244c5712487676a6c
@@ -16681,6 +16698,22 @@ packages:
   license: MIT
   size: 38736753
   timestamp: 1780146367652
+- conda: https://conda.anaconda.org/conda-forge/linux-aarch64/polars-runtime-32-1.43.0-py310h32c7c23_0.conda
+  noarch: python
+  sha256: d3397160dafcd7b8b1717def947fdc696f08c92d4e3d1be51a45c04dd5b8831f
+  md5: 6b6f61b0375183ebb5f482a277e10489
+  depends:
+  - python
+  - libstdcxx >=14
+  - libgcc >=14
+  - _python_abi3_support 1.*
+  - cpython >=3.10
+  constrains:
+  - __glibc >=2.17
+  license: MIT
+  run_exports: {}
+  size: 37779676
+  timestamp: 1784624461327
 - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/prettier-3.8.3-h70496c1_1.conda
   sha256: 9af91fcf141c0ecda375d67fe4a5d132fd1366460e9c53ff6c6010d3af5babdd
   md5: b62d8047c5fc8000717ca528f859e28e
@@ -19838,6 +19871,31 @@ packages:
   license: MIT
   size: 540108
   timestamp: 1780146392384
+- conda: https://conda.anaconda.org/conda-forge/noarch/polars-1.43.0-pyh58ad624_0.conda
+  sha256: 589b2f86ce369fba7316ef49c230fad68856b1d5e3e19f6ab713635be070082c
+  md5: efdd68a1389bb3079dfbf367d319296d
+  depends:
+  - polars-runtime-32 ==1.43.0
+  - python >=3.10
+  - python
+  constrains:
+  - numpy >=1.16.0
+  - pyarrow >=7.0.0
+  - fastexcel >=0.9
+  - openpyxl >=3.0.0
+  - xlsx2csv >=0.8.0
+  - connectorx >=0.3.2
+  - deltalake >=1.0.0
+  - pyiceberg >=0.7.1
+  - altair >=5.4.0
+  - great_tables >=0.8.0
+  - polars-runtime-32 ==1.43.0
+  - polars-runtime-64 ==1.43.0
+  - polars-runtime-compat ==1.43.0
+  license: MIT
+  run_exports: {}
+  size: 547678
+  timestamp: 1784624442568
 - conda: https://conda.anaconda.org/conda-forge/noarch/pre-commit-hooks-5.0.0-pyhd8ed1ab_2.conda
   sha256: b3c0e650280e660268c5c3a609c1d008fab598c41eb310f5c6993590889625e7
   md5: f41a1e00c55bc911fcc9cab2a88b4a66
@@ -23213,6 +23271,22 @@ packages:
   license: MIT
   size: 41188306
   timestamp: 1780146275328
+- conda: https://conda.anaconda.org/conda-forge/osx-64/polars-runtime-32-1.43.0-py310h3769acf_0.conda
+  noarch: python
+  sha256: f84668cc44160051391278a1802a06c776d8d8d6a070b978fff7ee20ecb03b84
+  md5: d148a3c14f0e44457c225ff93cd33088
+  depends:
+  - python
+  - libcxx >=19
+  - __osx >=11.0
+  - _python_abi3_support 1.*
+  - cpython >=3.10
+  constrains:
+  - __osx >=10.13
+  license: MIT
+  run_exports: {}
+  size: 40830884
+  timestamp: 1784624443106
 - conda: https://conda.anaconda.org/conda-forge/osx-64/prettier-3.8.3-h810254c_1.conda
   sha256: 575a973035c7faf8fbc62a49f7dab9077bf695d40b3296957d7ef83c8a7d168f
   md5: 64e41935803dc7bf622a5b284d40dee2
@@ -26593,6 +26667,22 @@ packages:
   license: MIT
   size: 36292549
   timestamp: 1780146248330
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/polars-runtime-32-1.43.0-py310hb2fc7d1_0.conda
+  noarch: python
+  sha256: 737fa8bec1713b7d6e2e2e67b07b1b85355b913eb718f057e00ddc657f09c643
+  md5: e5744c224901c18921bf58e5d300f9bc
+  depends:
+  - python
+  - libcxx >=19
+  - __osx >=11.0
+  - _python_abi3_support 1.*
+  - cpython >=3.10
+  constrains:
+  - __osx >=11.0
+  license: MIT
+  run_exports: {}
+  size: 36585287
+  timestamp: 1784624341748
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/prettier-3.8.3-h57cd9b8_1.conda
   sha256: a056f3cbb7234110e4c526ff07281282356bc39456ad46335825ef95db752eac
   md5: 46f1756dd29e04cdec14e1409a0a55d8
@@ -29972,6 +30062,21 @@ packages:
   license: MIT
   size: 42740369
   timestamp: 1780146195695
+- conda: https://conda.anaconda.org/conda-forge/win-64/polars-runtime-32-1.43.0-py310hd2b7e2a_0.conda
+  noarch: python
+  sha256: 998d7ab69689540cd9a28ea5a5d42930120fbcf573935c8a4e87e51ed183dff2
+  md5: 96a886ddb1e935ea76d742fecbdeef41
+  depends:
+  - python
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  - ucrt >=10.0.20348.0
+  - _python_abi3_support 1.*
+  - cpython >=3.10
+  license: MIT
+  run_exports: {}
+  size: 42672455
+  timestamp: 1784624277324
 - conda: https://conda.anaconda.org/conda-forge/win-64/prettier-3.8.3-hc21fffc_1.conda
   sha256: 182430fe1c25dc3d42e41d3d178ccc80b78c1821d99110a62761d1451cc68606
   md5: 46e792fa58f4b186fef399d3cc1e393c
diff --git a/pixi.toml b/pixi.toml
index c393259..610e562 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -119,7 +119,7 @@ polars = "1.35.*"
 
 [feature.polars-latest.dependencies]
 # NOTE: Update docs/faq.md when updating this.
-polars = "1.41.*"
+polars = "1.43.*"
 
 [feature.nightly.tasks]
 install-polars-nightly = "pip install --pre --no-deps --upgrade --only-binary :all: polars polars-runtime-32"
diff --git a/pyproject.toml b/pyproject.toml
index f1b2c25..4279d9c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -114,6 +114,8 @@ filterwarnings = [
   # still-present functionality.
   "ignore:.*Reading a collection with .validation.*:DeprecationWarning",
   "ignore:.*deprecated and will be removed in dataframely v3.*:DeprecationWarning",
+  # polars' deprecation warning for horizontal concatenation cannot be solved, we are already using it correctly
+  "ignore:the default behavior of `how='horizontal'` for `concat` is deprecated:DeprecationWarning",
 ]
 markers = [
   "s3: tests that run against and S3 backend",

From 9a8d38c9c8cf78478e2bf6bee9c118606016b355 Mon Sep 17 00:00:00 2001
From: Oliver Borchert <oliver.borchert@quantco.com>
Date: Wed, 22 Jul 2026 11:16:04 +0200
Subject: [PATCH 2/2] Add benchmark

---
 tests/benches/test_collection.py | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/tests/benches/test_collection.py b/tests/benches/test_collection.py
index a28ca58..eb5acb3 100644
--- a/tests/benches/test_collection.py
+++ b/tests/benches/test_collection.py
@@ -70,6 +70,17 @@ def benchmark_fn() -> None:
     benchmark(benchmark_fn)
 
 
+@pytest.mark.benchmark(group="collection-filter-single")
+def test_single_filter_filter_lazy(
+    benchmark: BenchmarkFixture, partitioned_dataset: dict[str, pl.DataFrame]
+) -> None:
+    def benchmark_fn() -> None:
+        result = SingleFilterCollection.filter(partitioned_dataset, eager=False)
+        result.collect_all()
+
+    benchmark(benchmark_fn)
+
+
 # ----------------------------------- MULTI FILTER ---------------------------------- #