From 02f14c8a2c59bf9cc35b14386d244799501671f1 Mon Sep 17 00:00:00 2001
From: Andrew Kay <64652494+andkay@users.noreply.github.com>
Date: Mon, 9 Jun 2025 22:01:20 -0400
Subject: [PATCH 1/7] feat: adds pattern for settings checker using extensions

---
 configs/resident/settings.yaml    |  2 ++
 configs/resident/settings_mp.yaml |  4 ++-
 extensions/__init__.py            |  1 +
 extensions/settings_checker.py    | 60 +++++++++++++++++++++++++++++++
 4 files changed, 66 insertions(+), 1 deletion(-)
 create mode 100644 extensions/settings_checker.py

diff --git a/configs/resident/settings.yaml b/configs/resident/settings.yaml
index e8457e0..d093a7e 100644
--- a/configs/resident/settings.yaml
+++ b/configs/resident/settings.yaml
@@ -154,6 +154,8 @@ distributed_time_factor_nonwork_stddev: 0.6
 distributed_time_factor_min: 0.1
 distributed_time_factor_max: 10
 
+check_model_settings: True
+
 models:
   ### mp_init_proto_pop (single process)
   - initialize_proto_population # Separate step so proto tables can be split for multiprocess.
diff --git a/configs/resident/settings_mp.yaml b/configs/resident/settings_mp.yaml
index a018fdf..e69fd26 100644
--- a/configs/resident/settings_mp.yaml
+++ b/configs/resident/settings_mp.yaml
@@ -15,7 +15,9 @@ memory_profile: False
 # (Shadow pricing requires fail_fast setting in multiprocessing mode)
 fail_fast: True
 
-resume_after: 
+resume_after:
+
+check_model_settings: True
 
 models:
   ### mp_init_proto_pop (single process)
diff --git a/extensions/__init__.py b/extensions/__init__.py
index f052183..5cb38e1 100644
--- a/extensions/__init__.py
+++ b/extensions/__init__.py
@@ -4,3 +4,4 @@
 from . import transponder_ownership
 from . import airport_returns
 from . import adjust_auto_operating_cost
+from . import settings_checker
\ No newline at end of file
diff --git a/extensions/settings_checker.py b/extensions/settings_checker.py
new file mode 100644
index 0000000..788f72d
--- /dev/null
+++ b/extensions/settings_checker.py
@@ -0,0 +1,60 @@
+from .av_ownership import AVOwnershipSettings
+from .external_identification import ExternalIdentificationSettings
+from .transponder_ownership import TransponderOwnershipSettings
+
+from activitysim.core.configuration.base import PydanticReadable
+from activitysim.core.configuration.logit import (
+    TourLocationComponentSettings,
+    TourModeComponentSettings,
+)
+from activitysim.core.workflow import State
+
+
+
+### SETTINGS FORMAT ###
+### {"<model_name>": {"settings_cls": <PydanticSettings Object>, "settings_file": "<name of YAML file"}}
+### If a specific Pydantic data model is not defined, map to PydanticReadable to expose .read_settings_file() method
+### If required, an alternate set of spec/coefficients to resolve together can be defined for a model using
+###    "spec_coefficient_keys": [{"spec": "OUTBOUND_SPEC", "coefs": "OUTBOUND_COEFFICIENTS"}, ...]
+EXTENSION_CHECKER_SETTINGS = {
+    "airport_returns": {
+        "settings_cls": PydanticReadable,
+        "settings_file": "airport_returns.yaml"
+    },
+    "av_ownership": {
+        "settings_cls": AVOwnershipSettings,
+        "settings_file": "av_ownership.yaml"
+    },
+    "external_student_identification": {
+        "settings_cls": ExternalIdentificationSettings,
+        "settings_file": "external_student_identification.yaml"
+    },
+    "external_non_mandatory_tour_identification": {
+        "settings_cls": ExternalIdentificationSettings,
+        "settings_file": "external_non_mandatory_identification.yaml"
+    },
+    "external_joint_tour_identification": {
+        "settings_cls": ExternalIdentificationSettings,
+        "settings_file": "external_joint_tour_identification.yaml"
+    },
+    "external_school_location": {
+        "settings_cls": TourLocationComponentSettings,
+        "settings_file": "external_school_location.yaml"
+    },
+    "external_workplace_location": {
+        "settings_cls": TourLocationComponentSettings,
+        "settings_file": "external_workplace_location.yaml"
+    },
+    "external_non_mandatory_destination": {
+        "settings_cls": TourLocationComponentSettings,
+        "settings_file": "external_non_mandatory_destination.yaml"
+    },
+    "external_joint_tour_destination": {
+        "settings_cls": TourLocationComponentSettings,
+        "settings_file": "external_joint_tour_destination.yaml"
+    },
+    "transponder_ownership": {
+        "settings_cls": TransponderOwnershipSettings,
+        "settings_file": "transponder_ownership.yaml"
+    },
+}
\ No newline at end of file

From 1b378513bd3f23cd427d5b756b4c9080e78761e2 Mon Sep 17 00:00:00 2001
From: Jeffrey Newman <jeff@driftless.xyz>
Date: Tue, 21 Jul 2026 10:38:00 -0500
Subject: [PATCH 2/7] Apply suggestions from code review

Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
---
 configs/resident/settings.yaml | 6 ------
 extensions/settings_checker.py | 8 ++------
 2 files changed, 2 insertions(+), 12 deletions(-)

diff --git a/configs/resident/settings.yaml b/configs/resident/settings.yaml
index eb2fda3..ed9e5ff 100644
--- a/configs/resident/settings.yaml
+++ b/configs/resident/settings.yaml
@@ -148,12 +148,6 @@ output_tables:
         TAZ: land_use_taz.TAZ
     - disaggregate_accessibility
 
-distributed_time_factor_work_mean: 1.0
-distributed_time_factor_work_stddev: 0.7
-distributed_time_factor_nonwork_mean: 1.0
-distributed_time_factor_nonwork_stddev: 0.6
-distributed_time_factor_min: 0.1
-distributed_time_factor_max: 10
 
 check_model_settings: True
 
diff --git a/extensions/settings_checker.py b/extensions/settings_checker.py
index 788f72d..320bd3b 100644
--- a/extensions/settings_checker.py
+++ b/extensions/settings_checker.py
@@ -3,11 +3,7 @@
 from .transponder_ownership import TransponderOwnershipSettings
 
 from activitysim.core.configuration.base import PydanticReadable
-from activitysim.core.configuration.logit import (
-    TourLocationComponentSettings,
-    TourModeComponentSettings,
-)
-from activitysim.core.workflow import State
+from activitysim.core.configuration.logit import TourLocationComponentSettings
 
 
 
@@ -29,7 +25,7 @@
         "settings_cls": ExternalIdentificationSettings,
         "settings_file": "external_student_identification.yaml"
     },
-    "external_non_mandatory_tour_identification": {
+    "external_non_mandatory_identification": {
         "settings_cls": ExternalIdentificationSettings,
         "settings_file": "external_non_mandatory_identification.yaml"
     },

From 8bdeed5a606456a65d0d9cbae58620ff4fb8cbe0 Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Fri, 18 Sep 2026 17:44:34 -0500
Subject: [PATCH 3/7] Validate external worker identification settings

---
 extensions/settings_checker.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/extensions/settings_checker.py b/extensions/settings_checker.py
index 320bd3b..f53a8ff 100644
--- a/extensions/settings_checker.py
+++ b/extensions/settings_checker.py
@@ -21,6 +21,10 @@
         "settings_cls": AVOwnershipSettings,
         "settings_file": "av_ownership.yaml"
     },
+    "external_worker_identification": {
+        "settings_cls": ExternalIdentificationSettings,
+        "settings_file": "external_worker_identification.yaml"
+    },
     "external_student_identification": {
         "settings_cls": ExternalIdentificationSettings,
         "settings_file": "external_student_identification.yaml"
@@ -53,4 +57,4 @@
         "settings_cls": TransponderOwnershipSettings,
         "settings_file": "transponder_ownership.yaml"
     },
-}
\ No newline at end of file
+}

From a5a06ba862219884c62e82eca89753277d15dfc3 Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Fri, 18 Sep 2026 17:46:47 -0500
Subject: [PATCH 4/7] Test resident settings checker coverage and failures

---
 test/test_settings_checker.py | 156 ++++++++++++++++++++++++++++++++++
 1 file changed, 156 insertions(+)
 create mode 100644 test/test_settings_checker.py

diff --git a/test/test_settings_checker.py b/test/test_settings_checker.py
new file mode 100644
index 0000000..094ff38
--- /dev/null
+++ b/test/test_settings_checker.py
@@ -0,0 +1,156 @@
+"""Exercise configuration preflight without running a simulation or loading skims."""
+
+import ast
+import importlib
+from pathlib import Path
+
+import pytest
+import yaml
+
+from activitysim.abm.models import settings_checker
+from activitysim.core import workflow
+from activitysim.core.exceptions import ModelConfigurationError
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SETTINGS_FILES = ("settings.yaml", "settings_mp.yaml", "settings_mp_sharrow.yaml")
+
+
+def _extension_settings_files():
+    """Discover declared settings independently of the registry under test."""
+    settings_files = {}
+    for source in (ROOT / "extensions").glob("*.py"):
+        for node in ast.parse(source.read_text()).body:
+            if not isinstance(node, ast.FunctionDef):
+                continue
+            for arg, default in zip(
+                node.args.args[-len(node.args.defaults) :], node.args.defaults
+            ):
+                if arg.arg == "model_settings_file_name":
+                    settings_files[node.name] = ast.literal_eval(default)
+    return settings_files
+
+
+EXTENSION_SETTINGS_FILES = _extension_settings_files()
+RESIDENT_MODELS = yaml.safe_load((ROOT / "configs/resident/settings.yaml").read_text())[
+    "models"
+]
+ACTIVE_EXTENSIONS = sorted(set(RESIDENT_MODELS) & EXTENSION_SETTINGS_FILES.keys())
+
+
+@pytest.fixture
+def checker_state(tmp_path):
+    """Keep checker output, global mappings, and file handlers isolated per test."""
+    original_handlers = set(settings_checker.file_logger.handlers)
+
+    def make_state(settings_file="settings.yaml", models=None, overlay=None):
+        configs = [ROOT / "configs/common", ROOT / "configs/resident"]
+        if overlay is not None:
+            configs.insert(0, overlay)
+        overrides = {}
+        if models is not None:
+            overrides.update(models=models, use_shadow_pricing=False)
+        state = workflow.State.make_default(
+            configs_dir=configs,
+            data_dir=tmp_path,
+            output_dir=tmp_path,
+            working_dir=ROOT,
+            settings_file_name=settings_file,
+            settings=overrides,
+        )
+        state.import_extensions("extensions")
+        # Discover the registry through the same imported-extension list as the CLI.
+        registry = {}
+        for extension in state.get_injectable("imported_extensions"):
+            module = importlib.import_module(extension + ".settings_checker")
+            registry.update(module.EXTENSION_CHECKER_SETTINGS)
+        return state, registry
+
+    yield make_state
+
+    # The core checker adds a handler on each invocation and mutates its mapping.
+    # _check supplies a copy; close the handlers so temporary files can be removed.
+    for handler in set(settings_checker.file_logger.handlers) - original_handlers:
+        settings_checker.file_logger.removeHandler(handler)
+        handler.close()
+
+
+def _check(state, registry):
+    """Run preflight explicitly; running workflow steps does not invoke it."""
+    settings_checker.check_model_settings(
+        state,
+        checker_settings=settings_checker.CHECKER_SETTINGS.copy(),
+        extension_settings=registry,
+    )
+
+
+@pytest.mark.parametrize("settings_file", SETTINGS_FILES)
+def test_resident_settings_preflight(checker_state, settings_file):
+    state, registry = checker_state(settings_file)
+    assert state.settings.check_model_settings
+    _check(state, registry)
+
+
+@pytest.mark.parametrize("settings_file", SETTINGS_FILES)
+def test_active_extension_settings_are_registered(checker_state, settings_file):
+    state, registry = checker_state(settings_file)
+    active = set(state.settings.models) & EXTENSION_SETTINGS_FILES.keys()
+    assert active
+    assert (
+        active <= registry.keys()
+    ), f"Missing checker mappings: {active - registry.keys()}"
+    for model in active:
+        assert registry[model]["settings_file"] == EXTENSION_SETTINGS_FILES[model]
+
+
+@pytest.mark.parametrize("model", ACTIVE_EXTENSIONS)
+@pytest.mark.parametrize("broken_field", ("schema", "SPEC", "COEFFICIENTS"))
+def test_invalid_extension_settings_fail(checker_state, tmp_path, model, broken_field):
+    """Prove each active extension is validated, including its referenced files."""
+    filename = EXTENSION_SETTINGS_FILES[model]
+    baseline, _ = checker_state(models=[model])
+    # Resolve include_settings before applying the one intentional defect.
+    config = baseline.filesystem.read_model_settings(filename, mandatory=True)
+    if broken_field == "schema":
+        config["SPEC"] = ["invalid type: SPEC must be a filename"]
+    else:
+        config[broken_field] = "missing_checker_test_file.csv"
+    overlay = tmp_path / "configs"
+    overlay.mkdir()
+    (overlay / filename).write_text(yaml.safe_dump(config))
+    state, registry = checker_state(models=[model], overlay=overlay)
+    with pytest.raises(ModelConfigurationError):
+        _check(state, registry)
+    log = (tmp_path / "settings_checker.log").read_text()
+    if broken_field == "schema":
+        assert f"Error checking settings for {model}" in log
+        assert "SPEC" in log
+    else:
+        assert "missing_checker_test_file.csv" in log
+
+
+def test_inactive_extensions_need_no_settings_files(checker_state, monkeypatch):
+    """Keep airport/student code without requiring unused configuration files."""
+    state, registry = checker_state()
+    inactive = {
+        "airport_returns",
+        "external_student_identification",
+        "external_school_location",
+    }
+    assert inactive <= registry.keys()
+    assert inactive.isdisjoint(state.settings.models)
+    assert not list(
+        (ROOT / "configs").rglob(registry["airport_returns"]["settings_file"])
+    )
+    attempted_models = set()
+    original = settings_checker.try_load_model_settings
+
+    def record_load(*args, **kwargs):
+        assert kwargs["model_name"] not in inactive
+        attempted_models.add(kwargs["model_name"])
+        return original(*args, **kwargs)
+
+    monkeypatch.setattr(settings_checker, "try_load_model_settings", record_load)
+    _check(state, registry)
+    assert inactive.isdisjoint(attempted_models)
+    assert set(ACTIVE_EXTENSIONS) <= attempted_models

From d0afe8c47e24b2f391277d75fc1c4b40a4e3e53a Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Sat, 19 Sep 2026 18:45:58 -0500
Subject: [PATCH 5/7] Preserve invalid logit type coverage from checker testing
 branch

---
 test/test_sandag_abm3.py      |  2 --
 test/test_settings_checker.py | 18 ++++++++++++++++++
 2 files changed, 18 insertions(+), 2 deletions(-)

diff --git a/test/test_sandag_abm3.py b/test/test_sandag_abm3.py
index a21af39..376fded 100644
--- a/test/test_sandag_abm3.py
+++ b/test/test_sandag_abm3.py
@@ -1,8 +1,6 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 import os
-import subprocess
-import sys
 from pathlib import Path
 import shutil
 
diff --git a/test/test_settings_checker.py b/test/test_settings_checker.py
index 094ff38..88fdbcb 100644
--- a/test/test_settings_checker.py
+++ b/test/test_settings_checker.py
@@ -129,6 +129,24 @@ def test_invalid_extension_settings_fail(checker_state, tmp_path, model, broken_
         assert "missing_checker_test_file.csv" in log
 
 
+def test_invalid_av_ownership_logit_type_fails(checker_state, tmp_path):
+    """Reject an unsupported logit type with a model-specific diagnostic."""
+    model = "av_ownership"
+    baseline, _ = checker_state(models=[model])
+    config = baseline.filesystem.read_model_settings("av_ownership.yaml", mandatory=True)
+    config["LOGIT_TYPE"] = "BAD"
+    overlay = tmp_path / "configs"
+    overlay.mkdir()
+    (overlay / "av_ownership.yaml").write_text(yaml.safe_dump(config))
+    state, registry = checker_state(models=[model], overlay=overlay)
+    with pytest.raises(ModelConfigurationError):
+        _check(state, registry)
+    log = (tmp_path / "settings_checker.log").read_text()
+    assert f"Error checking settings for {model}" in log
+    assert "LOGIT_TYPE" in log
+    assert "BAD" in log
+
+
 def test_inactive_extensions_need_no_settings_files(checker_state, monkeypatch):
     """Keep airport/student code without requiring unused configuration files."""
     state, registry = checker_state()

From 79eacb10a1842a0b33273317f295788cc2d456d9 Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Sat, 19 Sep 2026 21:53:17 -0500
Subject: [PATCH 6/7] Upgrade to ActivitySim 1.6 and Sharrow 2.16 releases

---
 .github/workflows/ci.yml          |  15 --
 pyproject.toml                    |   8 +-
 scripts/run-large-legacy.py       |   4 +-
 scripts/run-large-legacy.py.lock  | 282 +++++++++++++++++------------
 scripts/run-large-sharrow.py      |   6 +-
 scripts/run-large-sharrow.py.lock | 284 ++++++++++++++++++------------
 scripts/run-small-sharrow.py      |   6 +-
 scripts/run-small-sharrow.py.lock | 284 ++++++++++++++++++------------
 uv.lock                           | 137 +++++++++-----
 9 files changed, 616 insertions(+), 410 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 0cdacb6..5327784 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -39,21 +39,6 @@ jobs:
         run: |
           uv sync --locked
 
-      # checkout the main branch of ActivitySim itself
-      - uses: actions/checkout@v4
-        with:
-          repository: 'ActivitySim/activitysim'
-          ref: main
-          path: 'cloned/activitysim'
-          fetch-depth: 0  # get all tags, lets setuptools_scm do its thing
-
-      # install ActivitySim, overriding the one in the workspace,
-      # as the pre-installed one is the latest release but not the most up-to-date
-      - name: Install ActivitySim
-        run: |
-          uv pip uninstall activitysim
-          uv pip install --no-deps ./cloned/activitysim
-
       - name: Test this implementation
         run: |
           source .venv/bin/activate
diff --git a/pyproject.toml b/pyproject.toml
index 5642064..dfffd79 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ description = "User environment for Prototype MTC Model"
 readme = "README.md"
 requires-python = ">=3.10,<3.12"
 dependencies = [
-    "activitysim>=1.5",
+    "activitysim>=1.6.0",
     "multimethod<2.0",
     "numba>=0.57",
     "numpy>=2,<3",
@@ -15,7 +15,7 @@ dependencies = [
     "psutil>=4.1",
     "pydantic>=2.6",
     "setuptools>=80.9.0,<81",
-    "sharrow>=2.15.0",
+    "sharrow>=2.16.2",
     "tables>=3.9",
 ]
 
@@ -24,7 +24,3 @@ dev = [
     "pytest>=8.4.1",
     "zstandard>=0.23.0",
 ]
-
-[tool.uv.sources]
-activitysim = { git = "https://github.com/ActivitySim/ActivitySim", branch = "main" }
-## TODO: unpin from source once we have a release with the new features we need
diff --git a/scripts/run-large-legacy.py b/scripts/run-large-legacy.py
index a1f0ecd..19ff206 100755
--- a/scripts/run-large-legacy.py
+++ b/scripts/run-large-legacy.py
@@ -3,11 +3,9 @@
 # /// script
 # requires-python = ">=3.10,<3.12"
 # dependencies = [
-#   "activitysim >=1.5,<2.0",
+#   "activitysim >=1.6.0,<2.0",
 #   "wring >=0.0.6",
 # ]
-# [tool.uv]
-# exclude-newer = "2025-11-01T00:00:00Z"
 # ///
 
 """
diff --git a/scripts/run-large-legacy.py.lock b/scripts/run-large-legacy.py.lock
index 1bfed76..1c22ef1 100644
--- a/scripts/run-large-legacy.py.lock
+++ b/scripts/run-large-legacy.py.lock
@@ -6,24 +6,22 @@ resolution-markers = [
     "python_full_version < '3.11'",
 ]
 
-[options]
-exclude-newer = "2025-11-01T00:00:00Z"
-
 [manifest]
 requirements = [
-    { name = "activitysim", specifier = ">=1.5,<2.0" },
+    { name = "activitysim", specifier = ">=1.6.0,<2.0" },
     { name = "wring", specifier = ">=0.0.6" },
 ]
 
 [[package]]
 name = "activitysim"
-version = "1.5.0"
+version = "1.6.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cytoolz" },
     { name = "multimethod" },
     { name = "numba" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "openmatrix" },
     { name = "pandas" },
     { name = "pandera" },
@@ -42,9 +40,9 @@ dependencies = [
     { name = "tables", version = "3.10.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "xarray" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/61/07/6ea3c22e6f5013e4e1f255fe7ca0e283e8d8ab4cdec512ac66875a9b4474/activitysim-1.5.0.tar.gz", hash = "sha256:8458e6c97b0c2d8d93324da2811ace34cc2904cf36b8aab74590d9f541e3cbe3", size = 94573193, upload-time = "2025-10-01T23:52:50.195Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/1f/fd/10fd984b47954174cd054376832108b27ccb74f1bbd3b0f78d4dd1fc7779/activitysim-1.6.0.tar.gz", hash = "sha256:2603316524940e1ef32f6f9aec641b4a8df885ac070b263e2d242d4a846f782f", size = 54840114, upload-time = "2026-09-17T02:53:40.293Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/34/91/74e7ba6b5ec6d6229d2d13c7a22ca09863cfcd8fe70a09b7f0c106102ab3/activitysim-1.5.0-py3-none-any.whl", hash = "sha256:9511342f6f3ce40acd15281865cbd0a954c8b2f690f0187d0853dcd7fbeac8ae", size = 91977190, upload-time = "2025-10-01T23:52:45.368Z" },
+    { url = "https://files.pythonhosted.org/packages/1c/7a/7367d9be56ce363e8684887382c6c8522c645e554c21a7f829a30c195cc5/activitysim-1.6.0-py3-none-any.whl", hash = "sha256:6b403df14ad1d5ed9800b8db7fd19a84e16bf1da0a3f891a3c43a1160c7524dd", size = 51954097, upload-time = "2026-09-17T02:53:36.702Z" },
 ]
 
 [[package]]
@@ -61,9 +59,9 @@ name = "anyio"
 version = "4.11.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "idna", marker = "python_full_version >= '3.11'" },
-    { name = "sniffio", marker = "python_full_version >= '3.11'" },
-    { name = "typing-extensions", marker = "python_full_version >= '3.11'" },
+    { name = "idna" },
+    { name = "sniffio" },
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@@ -1327,7 +1386,8 @@ name = "xarray"
 version = "2025.6.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "numpy" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "packaging" },
     { name = "pandas" },
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diff --git a/scripts/run-large-sharrow.py b/scripts/run-large-sharrow.py
index 6cdf608..cf9e878 100755
--- a/scripts/run-large-sharrow.py
+++ b/scripts/run-large-sharrow.py
@@ -3,12 +3,10 @@
 # /// script
 # requires-python = ">=3.10,<3.12"
 # dependencies = [
-#   "activitysim >=1.5,<2.0",
-#   "sharrow >=2.15",
+#   "activitysim >=1.6.0,<2.0",
+#   "sharrow >=2.16.2",
 #   "wring >=0.0.6",
 # ]
-# [tool.uv]
-# exclude-newer = "2025-11-01T00:00:00Z"
 # ///
 
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diff --git a/scripts/run-large-sharrow.py.lock b/scripts/run-large-sharrow.py.lock
index 8036006..d7d41ea 100644
--- a/scripts/run-large-sharrow.py.lock
+++ b/scripts/run-large-sharrow.py.lock
@@ -6,25 +6,23 @@ resolution-markers = [
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-[options]
-exclude-newer = "2025-11-01T00:00:00Z"
-
 [manifest]
 requirements = [
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-    { name = "sharrow", specifier = ">=2.15" },
+    { name = "activitysim", specifier = ">=1.6.0,<2.0" },
+    { name = "sharrow", specifier = ">=2.16.2" },
     { name = "wring", specifier = ">=0.0.6" },
 ]
 
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+version = "1.6.0"
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 dependencies = [
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     { name = "multimethod" },
     { name = "numba" },
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     { name = "openmatrix" },
     { name = "pandas" },
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@@ -62,9 +60,9 @@ name = "anyio"
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-    { name = "sniffio", marker = "python_full_version >= '3.11'" },
-    { name = "typing-extensions", marker = "python_full_version >= '3.11'" },
+    { name = "idna" },
+    { name = "sniffio" },
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 ]
 sdist = { url = "https://files.pythonhosted.org/packages/c6/78/7d432127c41b50bccba979505f272c16cbcadcc33645d5fa3a738110ae75/anyio-4.11.0.tar.gz", hash = "sha256:82a8d0b81e318cc5ce71a5f1f8b5c4e63619620b63141ef8c995fa0db95a57c4", size = 219094, upload-time = "2025-09-23T09:19:12.58Z" }
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@@ -79,11 +77,11 @@ resolution-markers = [
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-    { name = "numpy", marker = "python_full_version < '3.11'" },
-    { name = "py-cpuinfo", marker = "python_full_version < '3.11'" },
+    { name = "msgpack" },
+    { name = "ndindex" },
+    { name = "numexpr" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" } },
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-    { name = "platformdirs", marker = "python_full_version >= '3.11'" },
-    { name = "py-cpuinfo", marker = "python_full_version >= '3.11'" },
+    { name = "httpx" },
+    { name = "msgpack" },
+    { name = "ndindex" },
+    { name = "numexpr" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" } },
+    { name = "platformdirs" },
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@@ -1328,7 +1387,8 @@ name = "xarray"
 version = "2025.6.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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diff --git a/scripts/run-small-sharrow.py b/scripts/run-small-sharrow.py
index 2ee19b0..2abceaf 100755
--- a/scripts/run-small-sharrow.py
+++ b/scripts/run-small-sharrow.py
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 # /// script
 # requires-python = ">=3.10,<3.12"
 # dependencies = [
-#   "activitysim >=1.5,<2.0",
-#   "sharrow >=2.15",
+#   "activitysim >=1.6.0,<2.0",
+#   "sharrow >=2.16.2",
 # ]
-# [tool.uv]
-# exclude-newer = "2025-11-01T00:00:00Z"
 # ///
 
 """
diff --git a/scripts/run-small-sharrow.py.lock b/scripts/run-small-sharrow.py.lock
index db0cd61..5c64d3a 100644
--- a/scripts/run-small-sharrow.py.lock
+++ b/scripts/run-small-sharrow.py.lock
@@ -6,24 +6,22 @@ resolution-markers = [
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 ]
 
-[options]
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-
 [manifest]
 requirements = [
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-    { name = "sharrow", specifier = ">=2.15" },
+    { name = "activitysim", specifier = ">=1.6.0,<2.0" },
+    { name = "sharrow", specifier = ">=2.16.2" },
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 dependencies = [
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     { name = "multimethod" },
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     { name = "openmatrix" },
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+]
+
 [[package]]
 name = "httpcore"
 version = "1.0.9"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "certifi", marker = "python_full_version >= '3.11'" },
-    { name = "h11", marker = "python_full_version >= '3.11'" },
+    { name = "certifi" },
+    { name = "h11" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/06/94/82699a10bca87a5556c9c59b5963f2d039dbd239f25bc2a63907a05a14cb/httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8", size = 85484, upload-time = "2025-04-24T22:06:22.219Z" }
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@@ -339,10 +386,10 @@ name = "httpx"
 version = "0.28.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "anyio", marker = "python_full_version >= '3.11'" },
-    { name = "certifi", marker = "python_full_version >= '3.11'" },
-    { name = "httpcore", marker = "python_full_version >= '3.11'" },
-    { name = "idna", marker = "python_full_version >= '3.11'" },
+    { name = "anyio" },
+    { name = "certifi" },
+    { name = "httpcore" },
+    { name = "idna" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/b1/df/48c586a5fe32a0f01324ee087459e112ebb7224f646c0b5023f5e79e9956/httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc", size = 141406, upload-time = "2024-12-06T15:37:23.222Z" }
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@@ -990,7 +1037,7 @@ dev = [
 
 [package.metadata]
 requires-dist = [
-    { name = "activitysim", git = "https://github.com/ActivitySim/ActivitySim?branch=main" },
+    { name = "activitysim", specifier = ">=1.6.0" },
     { name = "multimethod", specifier = "<2.0" },
     { name = "numba", specifier = ">=0.57" },
     { name = "numpy", specifier = ">=2,<3" },
@@ -1000,7 +1047,7 @@ requires-dist = [
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     { name = "pydantic", specifier = ">=2.6" },
     { name = "setuptools", specifier = ">=80.9.0,<81" },
-    { name = "sharrow", specifier = ">=2.15.0" },
+    { name = "sharrow", specifier = ">=2.16.2" },
     { name = "tables", specifier = ">=3.9" },
 ]
 
@@ -1043,7 +1090,7 @@ resolution-markers = [
     "python_full_version < '3.11'",
 ]
 dependencies = [
-    { name = "numpy", marker = "python_full_version < '3.11'" },
+    { name = "numpy" },
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 sdist = { url = "https://files.pythonhosted.org/packages/0f/37/6964b830433e654ec7485e45a00fc9a27cf868d622838f6b6d9c5ec0d532/scipy-1.15.3.tar.gz", hash = "sha256:eae3cf522bc7df64b42cad3925c876e1b0b6c35c1337c93e12c0f366f55b0eaf", size = 59419214, upload-time = "2025-05-08T16:13:05.955Z" }
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@@ -1075,7 +1122,7 @@ resolution-markers = [
     "python_full_version >= '3.11'",
 ]
 dependencies = [
-    { name = "numpy", marker = "python_full_version >= '3.11'" },
+    { name = "numpy" },
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 sdist = { url = "https://files.pythonhosted.org/packages/f5/4a/b927028464795439faec8eaf0b03b011005c487bb2d07409f28bf30879c4/scipy-1.16.1.tar.gz", hash = "sha256:44c76f9e8b6e8e488a586190ab38016e4ed2f8a038af7cd3defa903c0a2238b3", size = 30580861, upload-time = "2025-07-27T16:33:30.834Z" }
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@@ -1101,11 +1148,15 @@ wheels = [
 
 [[package]]
 name = "sharrow"
-version = "2.15.0"
+version = "2.16.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
+    { name = "blosc2", version = "2.7.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "blosc2", version = "3.1.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "dask" },
     { name = "filelock" },
+    { name = "h5py" },
+    { name = "hdf5plugin" },
     { name = "networkx", version = "3.4.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
     { name = "networkx", version = "3.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "numba" },
@@ -1115,9 +1166,9 @@ dependencies = [
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     { name = "xarray" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/b1/2b/cd163ad3fc6ad48b650cd472bd161f99bcc7cc4befe2b1b04188084c9f9d/sharrow-2.15.0.tar.gz", hash = "sha256:d4e6881f8abfe0719b009963c491285d14c61226c64382ded16b3ce3d6f232fe", size = 2344691, upload-time = "2025-10-31T00:35:35.171Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/9a/8b/09ba6d4eb1d5b761b9e0258538073823a3bf4b303cacd4cb41d01946cfa4/sharrow-2.16.2.tar.gz", hash = "sha256:acac5b99cc08557575e61599ebb9f5c7aa15e9863b0b66cf871b3ecfaf559d03", size = 2368709, upload-time = "2026-08-05T21:17:32.58Z" }
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-    { name = "packaging", marker = "python_full_version < '3.11'" },
-    { name = "py-cpuinfo", marker = "python_full_version < '3.11'" },
-    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
+    { name = "blosc2", version = "2.7.1", source = { registry = "https://pypi.org/simple" } },
+    { name = "numexpr" },
+    { name = "numpy" },
+    { name = "packaging" },
+    { name = "py-cpuinfo" },
+    { name = "typing-extensions" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/0d/5d/96708a84e9fcd29d1f684d56d4c38a23d29b1c934599a072a49f27ccfa71/tables-3.10.1.tar.gz", hash = "sha256:4aa07ac734b9c037baeaf44aec64ec902ad247f57811b59f30c4e31d31f126cf", size = 4762413, upload-time = "2024-08-17T09:57:47.127Z" }
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-    { name = "py-cpuinfo", marker = "python_full_version >= '3.11'" },
-    { name = "typing-extensions", marker = "python_full_version >= '3.11'" },
+    { name = "blosc2", version = "3.1.1", source = { registry = "https://pypi.org/simple" } },
+    { name = "numexpr" },
+    { name = "numpy" },
+    { name = "packaging" },
+    { name = "py-cpuinfo" },
+    { name = "typing-extensions" },
 ]
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From 7aa2f88c29ee3e2f2b16256685d12596091ef6dd Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Sat, 19 Sep 2026 21:58:09 -0500
Subject: [PATCH 7/7] Test released and main ActivitySim and Sharrow in CI

---
 .github/workflows/ci.yml | 33 ++++++++++++++++++++++++++++++++-
 1 file changed, 32 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 5327784..0af2781 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -17,8 +17,12 @@ jobs:
     defaults:
       run:
         shell: bash -l {0}
-    name: linux-64
+    name: linux-64 (${{ matrix.dependencies }})
     runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        dependencies: [releases, main]
     steps:
       # checkout the code in this repository
       - uses: actions/checkout@v4
@@ -39,6 +43,33 @@ jobs:
         run: |
           uv sync --locked
 
+      - name: Check out ActivitySim main
+        if: matrix.dependencies == 'main'
+        uses: actions/checkout@v4
+        with:
+          repository: ActivitySim/activitysim
+          ref: main
+          path: cloned/activitysim
+          fetch-depth: 0
+
+      - name: Check out Sharrow main
+        if: matrix.dependencies == 'main'
+        uses: actions/checkout@v4
+        with:
+          repository: ActivitySim/sharrow
+          ref: main
+          path: cloned/sharrow
+          fetch-depth: 0
+
+      - name: Install ActivitySim and Sharrow main
+        if: matrix.dependencies == 'main'
+        run: |
+          uv pip install --reinstall-package activitysim --reinstall-package sharrow \
+            ./cloned/activitysim ./cloned/sharrow
+
+      - name: Report dependency versions
+        run: uv pip show activitysim sharrow
+
       - name: Test this implementation
         run: |
           source .venv/bin/activate