From f8c596dc302f8dde9985913629d18f96c63e4281 Mon Sep 17 00:00:00 2001
From: Ross Reicks <rreicks@tractorzoom.com>
Date: Tue, 17 Dec 2024 16:58:00 -0600
Subject: [PATCH] feat: add metadata entity transform for global value sets

---
 cumulusci/cumulusci.yml                       |   8 +
 .../metadata_etl/tests/test_value_sets.py     | 147 ++++-
 cumulusci/tasks/metadata_etl/value_sets.py    |  51 +-
 uv.lock                                       | 596 ++++++++++++------
 4 files changed, 586 insertions(+), 216 deletions(-)

diff --git a/cumulusci/cumulusci.yml b/cumulusci/cumulusci.yml
index 8259a6fa50..0b6f8974a3 100644
--- a/cumulusci/cumulusci.yml
+++ b/cumulusci/cumulusci.yml
@@ -33,6 +33,14 @@ tasks:
         class_path: cumulusci.tasks.metadata_etl.AddValueSetEntries
         options:
             namespace_inject: $project_config.project__package__namespace
+            entity: StandardValueSet
+    add_global_value_set_entries:
+        group: Metadata Transformations
+        description: Adds specified picklist entries to a Global Value Set.
+        class_path: cumulusci.tasks.metadata_etl.AddValueSetEntries
+        options:
+            namespace_inject: $project_config.project__package__namespace
+            entity: GlobalValueSet
     add_picklist_entries:
         group: Metadata Transformations
         description: Adds specified picklist entries to a custom picklist field.
diff --git a/cumulusci/tasks/metadata_etl/tests/test_value_sets.py b/cumulusci/tasks/metadata_etl/tests/test_value_sets.py
index af7d537eff..5a05ce60c9 100644
--- a/cumulusci/tasks/metadata_etl/tests/test_value_sets.py
+++ b/cumulusci/tasks/metadata_etl/tests/test_value_sets.py
@@ -12,7 +12,7 @@
 from cumulusci.utils.xml import lxml_parse_string, metadata_tree
 
 MD = "{%s}" % "http://soap.sforce.com/2006/04/metadata"
-VALUESET_XML = b"""<?xml version="1.0" encoding="UTF-8"?>
+STANDARD_VALUESET_XML = b"""<?xml version="1.0" encoding="UTF-8"?>
 <StandardValueSet xmlns="http://soap.sforce.com/2006/04/metadata">
     <sorted>false</sorted>
     <standardValue>
@@ -28,8 +28,24 @@
 </StandardValueSet>
 """
 
+GLOBAL_VALUESET_XML = b"""<?xml version="1.0" encoding="UTF-8"?>
+<GlobalValueSet xmlns="http://soap.sforce.com/2006/04/metadata">
+    <sorted>false</sorted>
+    <masterLabel>Test</masterLabel>
+    <customValue>
+        <fullName>Value</fullName>
+        <default>true</default>
+        <label>Value</label>
+    </customValue>
+    <customValue>
+        <fullName>Other</fullName>
+        <default>false</default>
+        <label>Other</label>
+    </customValue>
+</GlobalValueSet>
+"""
 
-class TestAddValueSetEntries:
+class TestAddValueSetEntriesForStandardValueSet:
     def test_adds_entry(self):
         task = create_task(
             AddValueSetEntries,
@@ -37,6 +53,7 @@ def test_adds_entry(self):
                 "managed": True,
                 "api_version": "47.0",
                 "api_names": "bar,foo",
+                "entity": "StandardValueSet",
                 "entries": [
                     {"fullName": "Test", "label": "Label", "group": "Schedule"},
                     {"fullName": "Test_2", "label": "Label 2", "default": "true"},
@@ -44,13 +61,13 @@ def test_adds_entry(self):
             },
         )
 
-        tree = lxml_parse_string(VALUESET_XML)
+        tree = lxml_parse_string(STANDARD_VALUESET_XML)
 
         assert len(tree.findall(f".//{MD}standardValue[{MD}fullName='Test']")) == 0
         assert len(tree.findall(f".//{MD}standardValue[{MD}fullName='Test_2']")) == 0
 
         result = task._transform_entity(
-            metadata_tree.fromstring(VALUESET_XML), "ValueSet"
+            metadata_tree.fromstring(STANDARD_VALUESET_XML), "ValueSet"
         )
 
         entry = result._element.findall(f".//{MD}standardValue[{MD}fullName='Test']")
@@ -91,10 +108,11 @@ def test_adds_entry__opportunitystage(self):
                         "probability": 100,
                     }
                 ],
+                "entity": "StandardValueSet",
             },
         )
 
-        tree = metadata_tree.fromstring(VALUESET_XML)
+        tree = metadata_tree.fromstring(STANDARD_VALUESET_XML)
 
         assert len(tree.findall(f".//{MD}standardValue[{MD}fullName='Test']")) == 0
         assert len(tree.findall(f".//{MD}standardValue[{MD}fullName='Test_2']")) == 0
@@ -130,16 +148,17 @@ def test_adds_entry__casestatus(self):
                 "api_version": "47.0",
                 "api_names": "CaseStatus",
                 "entries": [{"fullName": "Test", "label": "Label", "closed": True}],
+                "entity": "StandardValueSet",
             },
         )
 
-        tree = lxml_parse_string(VALUESET_XML)
+        tree = lxml_parse_string(STANDARD_VALUESET_XML)
 
         assert len(tree.findall(f".//{MD}standardValue[{MD}fullName='Test']")) == 0
         assert len(tree.findall(f".//{MD}standardValue[{MD}fullName='Test_2']")) == 0
 
         result = task._transform_entity(
-            metadata_tree.fromstring(VALUESET_XML), "CaseStatus"
+            metadata_tree.fromstring(STANDARD_VALUESET_XML), "CaseStatus"
         )
 
         entry = result._element.findall(f".//{MD}standardValue[{MD}fullName='Test']")
@@ -162,16 +181,17 @@ def test_adds_entry__leadStatus(self):
                 "api_version": "47.0",
                 "api_names": "LeadStatus",
                 "entries": [{"fullName": "Test", "label": "Label", "converted": True}],
+                "entity": "StandardValueSet",
             },
         )
 
-        tree = lxml_parse_string(VALUESET_XML)
+        tree = lxml_parse_string(STANDARD_VALUESET_XML)
 
         assert len(tree.findall(f".//{MD}standardValue[{MD}fullName='Test']")) == 0
         assert len(tree.findall(f".//{MD}standardValue[{MD}fullName='Test_2']")) == 0
 
         result = task._transform_entity(
-            metadata_tree.fromstring(VALUESET_XML), "LeadStatus"
+            metadata_tree.fromstring(STANDARD_VALUESET_XML), "LeadStatus"
         )
 
         entry = result._element.findall(f".//{MD}standardValue[{MD}fullName='Test']")
@@ -194,14 +214,15 @@ def test_does_not_add_existing_entry(self):
                 "api_version": "47.0",
                 "api_names": "bar,foo",
                 "entries": [{"fullName": "Value", "label": "Label"}],
+                "entity": "StandardValueSet",
             },
         )
 
-        tree = lxml_parse_string(VALUESET_XML)
+        tree = lxml_parse_string(STANDARD_VALUESET_XML)
 
         assert len(tree.findall(f".//{MD}standardValue[{MD}fullName='Value']")) == 1
 
-        metadata = metadata_tree.fromstring(VALUESET_XML)
+        metadata = metadata_tree.fromstring(STANDARD_VALUESET_XML)
         task._transform_entity(metadata, "ValueSet")
 
         assert len(tree.findall(f".//{MD}standardValue[{MD}fullName='Value']")) == 1
@@ -221,9 +242,10 @@ def test_raises_exception_missing_values(self, entry):
                 "api_version": "47.0",
                 "api_names": "bar,foo",
                 "entries": [entry],
+                "entity": "StandardValueSet",
             },
         )
-        tree = metadata_tree.fromstring(VALUESET_XML)
+        tree = metadata_tree.fromstring(STANDARD_VALUESET_XML)
 
         with pytest.raises(TaskOptionsError, match=FULL_NAME_AND_LABEL_ERR):
             task._transform_entity(tree, "ValueSet")
@@ -236,9 +258,10 @@ def test_raises_exception_missing_values__opportunitystage(self):
                 "api_version": "47.0",
                 "api_names": "OpportunityStage",
                 "entries": [{"fullName": "Value", "label": "Value"}],
+                "entity": "StandardValueSet",
             },
         )
-        tree = metadata_tree.fromstring(VALUESET_XML)
+        tree = metadata_tree.fromstring(STANDARD_VALUESET_XML)
 
         with pytest.raises(TaskOptionsError, match=OPP_STAGE_ERR):
             task._transform_entity(tree, "OpportunityStage")
@@ -251,9 +274,10 @@ def test_raises_exception_missing_values__casestatus(self):
                 "api_version": "47.0",
                 "api_names": "CaseStatus",
                 "entries": [{"fullName": "Value", "label": "Value"}],
+                "entity": "StandardValueSet",
             },
         )
-        tree = metadata_tree.fromstring(VALUESET_XML)
+        tree = metadata_tree.fromstring(STANDARD_VALUESET_XML)
 
         with pytest.raises(TaskOptionsError, match=CASE_STATUS_ERR):
             task._transform_entity(tree, "CaseStatus")
@@ -265,10 +289,11 @@ def test_raises_exception_missing_values__leadstatus(self):
                 "managed": True,
                 "api_version": "47.0",
                 "api_names": "LeadStatus",
+                "entity": "StandardValueSet",
                 "entries": [{"fullName": "Value", "label": "Value"}],
             },
         )
-        tree = metadata_tree.fromstring(VALUESET_XML)
+        tree = metadata_tree.fromstring(STANDARD_VALUESET_XML)
 
         with pytest.raises(TaskOptionsError, match=LEAD_STATUS_ERR):
             task._transform_entity(tree, "LeadStatus")
@@ -280,6 +305,7 @@ def test_adds_correct_number_of_values(self):
                 "managed": True,
                 "api_version": "47.0",
                 "api_names": "bar,foo",
+                "entity": "StandardValueSet",
                 "entries": [
                     {"fullName": "Test", "label": "Label"},
                     {"fullName": "Test_2", "label": "Label 2"},
@@ -288,7 +314,7 @@ def test_adds_correct_number_of_values(self):
             },
         )
 
-        mdtree = metadata_tree.fromstring(VALUESET_XML)
+        mdtree = metadata_tree.fromstring(STANDARD_VALUESET_XML)
         xml_tree = mdtree._element
 
         assert len(xml_tree.findall(f".//{MD}standardValue")) == 2
@@ -296,3 +322,92 @@ def test_adds_correct_number_of_values(self):
         task._transform_entity(mdtree, "ValueSet")
 
         assert len(xml_tree.findall(f".//{MD}standardValue")) == 4
+
+class TestAddValueSetEntriesForGlobalValueSet:
+    def test_adds_entry(self):
+        task = create_task(
+            AddValueSetEntries,
+            {
+                "managed": True,
+                "api_version": "47.0",
+                "api_names": "bar,foo",
+                "entity": "GlobalValueSet",
+                "entries": [
+                    {"fullName": "Test", "label": "Label", "group": "Schedule"},
+                    {"fullName": "Test_2", "label": "Label 2", "default": "true"},
+                ],
+            },
+        )
+
+        tree = lxml_parse_string(GLOBAL_VALUESET_XML)
+
+        assert len(tree.findall(f".//{MD}customValue[{MD}fullName='Test']")) == 0
+        assert len(tree.findall(f".//{MD}customValue[{MD}fullName='Test_2']")) == 0
+
+        result = task._transform_entity(
+            metadata_tree.fromstring(GLOBAL_VALUESET_XML), "GlobalValueSet"
+        )
+
+        entry = result._element.findall(f".//{MD}customValue[{MD}fullName='Test']")
+        assert len(entry) == 1
+        label = entry[0].findall(f".//{MD}label")
+        assert len(label) == 1
+        assert label[0].text == "Label"
+        default = entry[0].findall(f".//{MD}default")
+        assert len(default) == 1
+        assert default[0].text == "false"
+
+        entry = result._element.findall(f".//{MD}customValue[{MD}fullName='Test_2']")
+        assert len(entry) == 1
+        label = entry[0].findall(f".//{MD}label")
+        assert len(label) == 1
+        assert label[0].text == "Label 2"
+        default = entry[0].findall(f".//{MD}default")
+        assert len(default) == 1
+        assert default[0].text == "false"
+
+    def test_adds_correct_number_of_values(self):
+        task = create_task(
+            AddValueSetEntries,
+            {
+                "managed": True,
+                "api_version": "47.0",
+                "api_names": "bar,foo",
+                "entity": "GlobalValueSet",
+                "entries": [
+                    {"fullName": "Test", "label": "Label"},
+                    {"fullName": "Test_2", "label": "Label 2"},
+                    {"fullName": "Other", "label": "Duplicate"},
+                ],
+            },
+        )
+
+        mdtree = metadata_tree.fromstring(GLOBAL_VALUESET_XML)
+        xml_tree = mdtree._element
+
+        assert len(xml_tree.findall(f".//{MD}customValue")) == 2
+
+        task._transform_entity(mdtree, "GlobalValueSet")
+
+        assert len(xml_tree.findall(f".//{MD}customValue")) == 4
+
+    def test_does_not_add_existing_entry(self):
+        task = create_task(
+            AddValueSetEntries,
+            {
+                "managed": True,
+                "api_version": "47.0",
+                "api_names": "bar,foo",
+                "entries": [{"fullName": "Value", "label": "Label"}],
+                "entity": "GlobalValueSet",
+            },
+        )
+
+        tree = lxml_parse_string(GLOBAL_VALUESET_XML)
+
+        assert len(tree.findall(f".//{MD}customValue[{MD}fullName='Value']")) == 1
+
+        metadata = metadata_tree.fromstring(GLOBAL_VALUESET_XML)
+        task._transform_entity(metadata, "GlobalValueSet")
+
+        assert len(tree.findall(f".//{MD}customValue[{MD}fullName='Value']")) == 1
diff --git a/cumulusci/tasks/metadata_etl/value_sets.py b/cumulusci/tasks/metadata_etl/value_sets.py
index 91d9612004..c02099209c 100644
--- a/cumulusci/tasks/metadata_etl/value_sets.py
+++ b/cumulusci/tasks/metadata_etl/value_sets.py
@@ -18,7 +18,7 @@ class AddValueSetEntries(MetadataSingleEntityTransformTask):
 
         Example Usage
         -----------------------
-
+        Add entries to a Standard Value Set.
         .. code-block::  yaml
 
             task: add_standard_value_set_entries
@@ -32,9 +32,20 @@ class AddValueSetEntries(MetadataSingleEntityTransformTask):
                 ui_options:
                     name: Add values to Case Origin picklist
 
+        Add entries to a Global Value Set.
+        .. code-block::  yaml
+
+            task: add_global_value_set_entries
+            options:
+                api_names: CaseOrigin
+                entries:
+                    - fullName: New Account
+                      label: New Account
+                    - fullName: Questionable Contact
+                      label: Questionable Contact
         """
 
-    entity = "StandardValueSet"
+    entity = None
     task_options = {
         **MetadataSingleEntityTransformTask.task_options,
         "entries": {
@@ -50,9 +61,26 @@ class AddValueSetEntries(MetadataSingleEntityTransformTask):
             "such as 'OpportunityStage', 'AccountType', 'CaseStatus', 'LeadStatus'",
             "required": True,
         },
+        "entity": {
+            "description": "The type of value set to affect. Defaults to 'StandardValueSet'.",
+            "required": False,
+        },
     }
 
+    def _init_options(self, kwargs):
+        super()._init_options(kwargs)
+
+        self.entity = self.options.get("entity", "StandardValueSet")
+
     def _transform_entity(self, metadata: MetadataElement, api_name: str):
+        if self.entity == "StandardValueSet":
+            return self._transform_standard_value_set(metadata, api_name)
+        elif self.entity == "GlobalValueSet":
+            return self._transform_global_value_set(metadata, api_name)
+        else:
+            raise TaskOptionsError(f"Invalid entity type: {self.entity}")
+
+    def _transform_standard_value_set(self, metadata: MetadataElement, api_name: str):
         for entry in self.options.get("entries", []):
             if "fullName" not in entry or "label" not in entry:
                 raise TaskOptionsError(FULL_NAME_AND_LABEL_ERR)
@@ -103,4 +131,23 @@ def _transform_entity(self, metadata: MetadataElement, api_name: str):
                     for entry_key in entry:
                         if entry_key not in ["fullName", "label", "default"]:
                             elem.append(entry_key, str(entry[entry_key]))
+
+        return metadata
+
+    def _transform_global_value_set(self, metadata: MetadataElement, api_name: str):
+        for entry in self.options.get("entries", []):
+            if "fullName" not in entry or "label" not in entry:
+                raise TaskOptionsError(FULL_NAME_AND_LABEL_ERR)
+
+            existing_entry = metadata.findall(
+                "customValue", fullName=entry["fullName"]
+            )
+
+            if not existing_entry:
+                # Entry doesn't exist. Insert it.
+                elem = metadata.append(tag="customValue")
+                elem.append("fullName", text=entry["fullName"])
+                elem.append("label", text=entry["label"])
+                elem.append("default", text="false")
+
         return metadata
diff --git a/uv.lock b/uv.lock
index 0d39fb87b6..2523dcc41b 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,8 +1,10 @@
 version = 1
 requires-python = ">=3.11"
 resolution-markers = [
-    "platform_python_implementation == 'PyPy'",
-    "platform_python_implementation != 'PyPy'",
+    "python_full_version < '3.12' and platform_python_implementation == 'PyPy' and python_full_version >= '3.11'",
+    "python_full_version >= '3.12' and platform_python_implementation == 'PyPy' and python_full_version >= '3.11'",
+    "python_full_version < '3.12' and platform_python_implementation != 'PyPy' and python_full_version >= '3.11'",
+    "python_full_version >= '3.12' and platform_python_implementation != 'PyPy' and python_full_version >= '3.11'",
 ]
 
 [[package]]
@@ -14,6 +16,12 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929 },
 ]
 
+[[package]]
+name = "annoy"
+version = "1.17.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/07/38/e321b0e05d8cc068a594279fb7c097efb1df66231c295d482d7ad51b6473/annoy-1.17.3.tar.gz", hash = "sha256:9cbfebefe0a5f843eba29c6be4c84d601f4f41ad4ded0486f1b88c3b07739c15", size = 647460 }
+
 [[package]]
 name = "appdirs"
 version = "1.4.4"
@@ -37,7 +45,7 @@ name = "authlib"
 version = "1.3.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "cryptography" },
+    { name = "cryptography", marker = "python_full_version >= '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/f3/75/47dbab150ef6f9298e227a40c93c7fed5f3ffb67c9fb62cd49f66285e46e/authlib-1.3.2.tar.gz", hash = "sha256:4b16130117f9eb82aa6eec97f6dd4673c3f960ac0283ccdae2897ee4bc030ba2", size = 147313 }
 wheels = [
@@ -58,7 +66,7 @@ name = "beautifulsoup4"
 version = "4.12.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "soupsieve" },
+    { name = "soupsieve", marker = "python_full_version >= '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/b3/ca/824b1195773ce6166d388573fc106ce56d4a805bd7427b624e063596ec58/beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051", size = 581181 }
 wheels = [
@@ -70,11 +78,11 @@ name = "black"
 version = "24.10.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "click" },
-    { name = "mypy-extensions" },
-    { name = "packaging" },
-    { name = "pathspec" },
-    { name = "platformdirs" },
+    { name = "click", marker = "python_full_version >= '3.11'" },
+    { name = "mypy-extensions", marker = "python_full_version >= '3.11'" },
+    { name = "packaging", marker = "python_full_version >= '3.11'" },
+    { name = "pathspec", marker = "python_full_version >= '3.11'" },
+    { name = "platformdirs", marker = "python_full_version >= '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/d8/0d/cc2fb42b8c50d80143221515dd7e4766995bd07c56c9a3ed30baf080b6dc/black-24.10.0.tar.gz", hash = "sha256:846ea64c97afe3bc677b761787993be4991810ecc7a4a937816dd6bddedc4875", size = 645813 }
 wheels = [
@@ -116,7 +124,7 @@ name = "cffi"
 version = "1.17.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "pycparser", marker = "platform_python_implementation != 'PyPy'" },
+    { name = "pycparser", marker = "platform_python_implementation != 'PyPy' and python_full_version >= '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/fc/97/c783634659c2920c3fc70419e3af40972dbaf758daa229a7d6ea6135c90d/cffi-1.17.1.tar.gz", hash = "sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824", size = 516621 }
 wheels = [
@@ -233,7 +241,7 @@ name = "click"
 version = "8.1.7"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "colorama", marker = "platform_system == 'Windows'" },
+    { name = "colorama", marker = "python_full_version >= '3.11' and platform_system == 'Windows'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/96/d3/f04c7bfcf5c1862a2a5b845c6b2b360488cf47af55dfa79c98f6a6bf98b5/click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de", size = 336121 }
 wheels = [
@@ -307,7 +315,7 @@ name = "cryptography"
 version = "43.0.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "cffi", marker = "platform_python_implementation != 'PyPy'" },
+    { name = "cffi", marker = "platform_python_implementation != 'PyPy' and python_full_version >= '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/0d/05/07b55d1fa21ac18c3a8c79f764e2514e6f6a9698f1be44994f5adf0d29db/cryptography-43.0.3.tar.gz", hash = "sha256:315b9001266a492a6ff443b61238f956b214dbec9910a081ba5b6646a055a805", size = 686989 }
 wheels = [
@@ -333,72 +341,77 @@ wheels = [
 
 [[package]]
 name = "cumulusci"
-version = "4.0.0"
+version = "4.0.1.dev0"
 source = { editable = "." }
 dependencies = [
-    { name = "click" },
-    { name = "cryptography" },
-    { name = "defusedxml" },
-    { name = "docutils" },
-    { name = "faker" },
-    { name = "fs" },
-    { name = "github3-py" },
-    { name = "jinja2" },
-    { name = "keyring" },
-    { name = "lxml" },
-    { name = "markupsafe" },
-    { name = "psutil" },
-    { name = "pydantic" },
-    { name = "pyjwt" },
-    { name = "python-dateutil" },
-    { name = "pytz" },
-    { name = "pyyaml" },
-    { name = "requests" },
-    { name = "requests-futures" },
-    { name = "rich" },
-    { name = "robotframework" },
-    { name = "robotframework-pabot" },
-    { name = "robotframework-requests" },
-    { name = "robotframework-seleniumlibrary" },
-    { name = "rst2ansi" },
-    { name = "salesforce-bulk" },
-    { name = "sarge" },
-    { name = "selenium" },
-    { name = "simple-salesforce" },
-    { name = "snowfakery" },
-    { name = "sqlalchemy" },
-    { name = "xmltodict" },
+    { name = "annoy", marker = "python_full_version >= '3.11'" },
+    { name = "click", marker = "python_full_version >= '3.11'" },
+    { name = "cryptography", marker = "python_full_version >= '3.11'" },
+    { name = "defusedxml", marker = "python_full_version >= '3.11'" },
+    { name = "docutils", marker = "python_full_version >= '3.11'" },
+    { name = "faker", marker = "python_full_version >= '3.11'" },
+    { name = "fs", marker = "python_full_version >= '3.11'" },
+    { name = "github3-py", marker = "python_full_version >= '3.11'" },
+    { name = "jinja2", marker = "python_full_version >= '3.11'" },
+    { name = "keyring", marker = "python_full_version >= '3.11'" },
+    { name = "lxml", marker = "python_full_version >= '3.11'" },
+    { name = "markupsafe", marker = "python_full_version >= '3.11'" },
+    { name = "numpy", marker = "python_full_version >= '3.11'" },
+    { name = "pandas", marker = "python_full_version >= '3.11'" },
+    { name = "psutil", marker = "python_full_version >= '3.11'" },
+    { name = "pydantic", marker = "python_full_version >= '3.11'" },
+    { name = "pyjwt", marker = "python_full_version >= '3.11'" },
+    { name = "python-dateutil", marker = "python_full_version >= '3.11'" },
+    { name = "pytz", marker = "python_full_version >= '3.11'" },
+    { name = "pyyaml", marker = "python_full_version >= '3.11'" },
+    { name = "requests", marker = "python_full_version >= '3.11'" },
+    { name = "requests-futures", marker = "python_full_version >= '3.11'" },
+    { name = "rich", marker = "python_full_version >= '3.11'" },
+    { name = "robotframework", marker = "python_full_version >= '3.11'" },
+    { name = "robotframework-pabot", marker = "python_full_version >= '3.11'" },
+    { name = "robotframework-requests", marker = "python_full_version >= '3.11'" },
+    { name = "robotframework-seleniumlibrary", marker = "python_full_version >= '3.11'" },
+    { name = "rst2ansi", marker = "python_full_version >= '3.11'" },
+    { name = "salesforce-bulk", marker = "python_full_version >= '3.11'" },
+    { name = "sarge", marker = "python_full_version >= '3.11'" },
+    { name = "scikit-learn", marker = "python_full_version >= '3.11'" },
+    { name = "selenium", marker = "python_full_version >= '3.11'" },
+    { name = "simple-salesforce", marker = "python_full_version >= '3.11'" },
+    { name = "snowfakery", marker = "python_full_version >= '3.11'" },
+    { name = "sqlalchemy", marker = "python_full_version >= '3.11'" },
+    { name = "xmltodict", marker = "python_full_version >= '3.11'" },
 ]
 
 [package.dev-dependencies]
 dev = [
-    { name = "coverage", extra = ["toml"] },
-    { name = "factory-boy" },
-    { name = "furo" },
-    { name = "jsonschema" },
-    { name = "pytest" },
-    { name = "pytest-cov" },
-    { name = "pytest-random-order" },
-    { name = "pytest-vcr" },
-    { name = "responses" },
-    { name = "testfixtures" },
-    { name = "tox" },
-    { name = "typeguard" },
-    { name = "vcrpy" },
+    { name = "coverage", extra = ["toml"], marker = "python_full_version >= '3.11'" },
+    { name = "factory-boy", marker = "python_full_version >= '3.11'" },
+    { name = "furo", marker = "python_full_version >= '3.11'" },
+    { name = "jsonschema", marker = "python_full_version >= '3.11'" },
+    { name = "pytest", marker = "python_full_version >= '3.11'" },
+    { name = "pytest-cov", marker = "python_full_version >= '3.11'" },
+    { name = "pytest-random-order", marker = "python_full_version >= '3.11'" },
+    { name = "pytest-vcr", marker = "python_full_version >= '3.11'" },
+    { name = "responses", marker = "python_full_version >= '3.11'" },
+    { name = "testfixtures", marker = "python_full_version >= '3.11'" },
+    { name = "tox", marker = "python_full_version >= '3.11'" },
+    { name = "typeguard", marker = "python_full_version >= '3.11'" },
+    { name = "vcrpy", marker = "python_full_version >= '3.11'" },
 ]
 docs = [
-    { name = "myst-parser" },
-    { name = "sphinx" },
+    { name = "myst-parser", marker = "python_full_version >= '3.11'" },
+    { name = "sphinx", marker = "python_full_version >= '3.11'" },
 ]
 lint = [
-    { name = "black" },
-    { name = "flake8" },
-    { name = "isort" },
-    { name = "pre-commit" },
+    { name = "black", marker = "python_full_version >= '3.11'" },
+    { name = "flake8", marker = "python_full_version >= '3.11'" },
+    { name = "isort", marker = "python_full_version >= '3.11'" },
+    { name = "pre-commit", marker = "python_full_version >= '3.11'" },
 ]
 
 [package.metadata]
 requires-dist = [
+    { name = "annoy" },
     { name = "click", specifier = ">=8.1" },
     { name = "cryptography" },
     { name = "defusedxml" },
@@ -410,6 +423,8 @@ requires-dist = [
     { name = "keyring", specifier = "<=23.0.1" },
     { name = "lxml" },
     { name = "markupsafe" },
+    { name = "numpy" },
+    { name = "pandas" },
     { name = "psutil" },
     { name = "pydantic", specifier = "<2" },
     { name = "pyjwt" },
@@ -426,6 +441,7 @@ requires-dist = [
     { name = "rst2ansi", specifier = ">=0.1.5" },
     { name = "salesforce-bulk" },
     { name = "sarge" },
+    { name = "scikit-learn" },
     { name = "selenium", specifier = "<4" },
     { name = "simple-salesforce", specifier = "==1.11.4" },
     { name = "snowfakery", specifier = ">=4.0.0" },
@@ -492,7 +508,7 @@ name = "factory-boy"
 version = "3.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "faker" },
+    { name = "faker", marker = "python_full_version >= '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/99/3d/8070dde623341401b1c80156583d4c793058fe250450178218bb6e45526c/factory_boy-3.3.1.tar.gz", hash = "sha256:8317aa5289cdfc45f9cae570feb07a6177316c82e34d14df3c2e1f22f26abef0", size = 163924 }
 wheels = [
@@ -504,8 +520,8 @@ name = "faker"
 version = "32.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "python-dateutil" },
-    { name = "typing-extensions" },
+    { name = "python-dateutil", marker = "python_full_version >= '3.11'" },
+    { name = "typing-extensions", marker = "python_full_version >= '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/1c/2a/dd2c8f55d69013d0eee30ec4c998250fb7da957f5fe860ed077b3df1725b/faker-32.1.0.tar.gz", hash = "sha256:aac536ba04e6b7beb2332c67df78485fc29c1880ff723beac6d1efd45e2f10f5", size = 1850193 }
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@@ -517,7 +533,7 @@ name = "faker-edu"
 version = "1.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "faker" },
+    { name = "faker", marker = "python_full_version >= '3.11'" },
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@@ -529,7 +545,7 @@ name = "faker-nonprofit"
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "faker" },
+    { name = "faker", marker = "python_full_version >= '3.11'" },
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@@ -550,9 +566,9 @@ name = "flake8"
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "mccabe" },
-    { name = "pycodestyle" },
-    { name = "pyflakes" },
+    { name = "mccabe", marker = "python_full_version >= '3.11'" },
+    { name = "pycodestyle", marker = "python_full_version >= '3.11'" },
+    { name = "pyflakes", marker = "python_full_version >= '3.11'" },
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 sdist = { url = "https://files.pythonhosted.org/packages/9e/47/15b267dfe7e03dca4c4c06e7eadbd55ef4dfd368b13a0bab36d708b14366/flake8-3.9.2.tar.gz", hash = "sha256:07528381786f2a6237b061f6e96610a4167b226cb926e2aa2b6b1d78057c576b", size = 164777 }
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "appdirs" },
-    { name = "setuptools" },
-    { name = "six" },
+    { name = "appdirs", marker = "python_full_version >= '3.11'" },
+    { name = "setuptools", marker = "python_full_version >= '3.11'" },
+    { name = "six", marker = "python_full_version >= '3.11'" },
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 sdist = { url = "https://files.pythonhosted.org/packages/5d/a9/af5bfd5a92592c16cdae5c04f68187a309be8a146b528eac3c6e30edbad2/fs-2.4.16.tar.gz", hash = "sha256:ae97c7d51213f4b70b6a958292530289090de3a7e15841e108fbe144f069d313", size = 187441 }
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@@ -578,10 +594,10 @@ name = "furo"
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "beautifulsoup4" },
-    { name = "pygments" },
-    { name = "sphinx" },
-    { name = "sphinx-basic-ng" },
+    { name = "beautifulsoup4", marker = "python_full_version >= '3.11'" },
+    { name = "pygments", marker = "python_full_version >= '3.11'" },
+    { name = "sphinx", marker = "python_full_version >= '3.11'" },
+    { name = "sphinx-basic-ng", marker = "python_full_version >= '3.11'" },
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@@ -593,10 +609,10 @@ name = "github3-py"
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "pyjwt", extra = ["crypto"] },
-    { name = "python-dateutil" },
-    { name = "requests" },
-    { name = "uritemplate" },
+    { name = "pyjwt", extra = ["crypto"], marker = "python_full_version >= '3.11'" },
+    { name = "python-dateutil", marker = "python_full_version >= '3.11'" },
+    { name = "requests", marker = "python_full_version >= '3.11'" },
+    { name = "uritemplate", marker = "python_full_version >= '3.11'" },
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 sdist = { url = "https://files.pythonhosted.org/packages/89/91/603bcaf8cd1b3927de64bf56c3a8915f6653ea7281919140c5bcff2bfe7b/github3.py-4.0.1.tar.gz", hash = "sha256:30d571076753efc389edc7f9aaef338a4fcb24b54d8968d5f39b1342f45ddd36", size = 36214038 }
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@@ -686,7 +702,7 @@ name = "importlib-metadata"
 version = "8.5.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "zipp" },
+    { name = "zipp", marker = "python_full_version >= '3.11'" },
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 sdist = { url = "https://files.pythonhosted.org/packages/cd/12/33e59336dca5be0c398a7482335911a33aa0e20776128f038019f1a95f1b/importlib_metadata-8.5.0.tar.gz", hash = "sha256:71522656f0abace1d072b9e5481a48f07c138e00f079c38c8f883823f9c26bd7", size = 55304 }
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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+    { name = "markupsafe", marker = "python_full_version >= '3.11'" },
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+[[package]]
+name = "joblib"
+version = "1.4.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/64/33/60135848598c076ce4b231e1b1895170f45fbcaeaa2c9d5e38b04db70c35/joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e", size = 2116621 }
+wheels = [
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+]
+
 [[package]]
 name = "jsonschema"
 version = "4.23.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "attrs" },
-    { name = "jsonschema-specifications" },
-    { name = "referencing" },
-    { name = "rpds-py" },
+    { name = "attrs", marker = "python_full_version >= '3.11'" },
+    { name = "jsonschema-specifications", marker = "python_full_version >= '3.11'" },
+    { name = "referencing", marker = "python_full_version >= '3.11'" },
+    { name = "rpds-py", marker = "python_full_version >= '3.11'" },
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 sdist = { url = "https://files.pythonhosted.org/packages/38/2e/03362ee4034a4c917f697890ccd4aec0800ccf9ded7f511971c75451deec/jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4", size = 325778 }
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 version = "2024.10.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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@@ -764,10 +789,10 @@ name = "keyring"
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-    { name = "pywin32-ctypes", marker = "sys_platform == 'win32'" },
-    { name = "secretstorage", marker = "sys_platform == 'linux'" },
+    { name = "importlib-metadata", marker = "python_full_version >= '3.11'" },
+    { name = "jeepney", marker = "python_full_version >= '3.11' and sys_platform == 'linux'" },
+    { name = "pywin32-ctypes", marker = "python_full_version >= '3.11' and sys_platform == 'win32'" },
+    { name = "secretstorage", marker = "python_full_version >= '3.11' and sys_platform == 'linux'" },
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 sdist = { url = "https://files.pythonhosted.org/packages/b0/b5/b27458e1d2adf2a11c6e95c67ac63f828e96fe7e166132e5dacbe03e88c0/keyring-23.0.1.tar.gz", hash = "sha256:045703609dd3fccfcdb27da201684278823b72af515aedec1a8515719a038cb8", size = 59185 }
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@@ -838,7 +863,7 @@ name = "markdown-it-py"
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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 dependencies = [
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-    { name = "markdown-it-py" },
-    { name = "mdit-py-plugins" },
-    { name = "pyyaml" },
-    { name = "sphinx" },
+    { name = "docutils", marker = "python_full_version >= '3.11'" },
+    { name = "jinja2", marker = "python_full_version >= '3.11'" },
+    { name = "markdown-it-py", marker = "python_full_version >= '3.11'" },
+    { name = "mdit-py-plugins", marker = "python_full_version >= '3.11'" },
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+[[package]]
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