### Overview Major restructuring from monolithic `arcade-ai` package to modular library architecture with standardized uv-based dependency management.  ### New Package Structure - **`arcade-tdk`** - Lightweight toolkit development kit (core decorators, auth) - **`arcade-core`** - Core execution engine and catalog functionality - **`arcade-serve`** - FastAPI/MCP server components - **`arcade-ai`** - Meta package that includes CLI functionality. Optionally include evals via the `evals` extra. Optionally include all packages via the `all` extra. ### Key Benefits - **Lighter Dependencies**: Toolkits now depend only on `arcade-tdk` (~2 deps) vs full `arcade-ai` (~30+ deps) - **Faster Builds**: uv provides 10-100x faster dependency resolution and installation - **Better Modularity**: Clear separation of concerns, consumers import only what they need - **Standard Tooling**: Eliminates custom poetry scripts, uses standard Python packaging ### Migration Impact - All 20 toolkits converted from poetry → uv with `arcade-tdk` dependencies plus `arcade-ai[evals]` and `arcade-serve` dev dependencies. When developing locally, devs should install toolkits via `make install-local`. - Modern Python 3.10+ type hints throughout - Standardized build system with hatchling backend - Enhanced Makefile with robust toolkit management commands - Removed `arcade dev` CLI command - Reduce the number of files created by `arcade new` and add an option to not generate a tests and evals folder. This foundation enables faster development cycles and cleaner dependency chains for the growing toolkit ecosystem. ### Todo After this PR is merged - [ ] Post-merge workflow(s) (release & publish containers, etc) - [ ] Release order plan. @EricGustin suggests releasing in the following order: 1. `arcade-core` version 0.1.0 2. `arcade-serve` version 0.1.0 and `arcade-tdk` version 0.1.0 3. `arcade-ai` version 2.0.0 4. Patch release for all toolkits (all changes in toolkits are internal refactors) - [ ] [Update docs](https://github.com/ArcadeAI/docs/pull/318) --------- Co-authored-by: Eric Gustin <eric@arcade.dev> Co-authored-by: Eric Gustin <34000337+EricGustin@users.noreply.github.com>
389 lines
12 KiB
Python
389 lines
12 KiB
Python
from arcade_evals import (
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EvalRubric,
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EvalSuite,
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ExpectedToolCall,
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tool_eval,
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)
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from arcade_evals.critic import BinaryCritic
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from arcade_tdk import ToolCatalog
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import arcade_jira
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from arcade_jira.critics import (
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CaseInsensitiveBinaryCritic,
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CaseInsensitiveListOfStringsBinaryCritic,
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)
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from arcade_jira.tools.issues import (
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add_labels_to_issue,
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create_issue,
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remove_labels_from_issue,
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update_issue,
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)
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# Evaluation rubric
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rubric = EvalRubric(
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fail_threshold=0.85,
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warn_threshold=0.95,
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)
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catalog = ToolCatalog()
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catalog.add_module(arcade_jira)
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@tool_eval()
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def create_issue_eval_suite() -> EvalSuite:
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suite = EvalSuite(
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name="Create issue eval suite",
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system_message=(
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"You are an AI assistant with access to Jira tools. "
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"Use them to help the user with their tasks."
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),
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catalog=catalog,
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rubric=rubric,
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)
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suite.add_case(
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name="Create issue",
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user_message="Create a 'High' priority task for John Doe with the following properties: "
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"title: 'Test issue', "
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"description: 'This is a test issue', "
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"project: 'ENG-123', "
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"issue_type: 'Task', "
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"due on '2025-06-30'. "
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"Label it with Hello and World.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=create_issue,
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args={
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"title": "Test issue",
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"description": "This is a test issue",
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"project": "ENG-123",
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"issue_type": "Task",
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"priority": "High",
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"assignee": "John Doe",
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"due_date": "2025-06-30",
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"labels": ["Hello", "World"],
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},
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),
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],
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rubric=rubric,
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critics=[
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CaseInsensitiveBinaryCritic(critic_field="title", weight=1 / 8),
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CaseInsensitiveBinaryCritic(critic_field="description", weight=1 / 8),
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CaseInsensitiveBinaryCritic(critic_field="project", weight=1 / 8),
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CaseInsensitiveBinaryCritic(critic_field="issue_type", weight=1 / 8),
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CaseInsensitiveBinaryCritic(critic_field="priority", weight=1 / 8),
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CaseInsensitiveBinaryCritic(critic_field="assignee", weight=1 / 8),
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BinaryCritic(critic_field="due_date", weight=1 / 8),
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CaseInsensitiveListOfStringsBinaryCritic(critic_field="labels", weight=1 / 8),
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],
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)
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suite.add_case(
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name="Create issue with parent and reporter",
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user_message=(
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"Create a task for John Doe to 'Implement message queue service' "
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"as a child of the issue ENG-321 and reported by Jenifer Bear. "
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"It should be due on 2025-06-30. "
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"Label it with 'Project XYZ'."
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),
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expected_tool_calls=[
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ExpectedToolCall(
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func=create_issue,
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args={
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"title": "Implement message queue service",
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"parent_issue": "ENG-321",
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"issue_type": "Task",
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"assignee": "John Doe",
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"reporter": "Jenifer Bear",
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"due_date": "2025-06-30",
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"labels": ["Project XYZ"],
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},
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),
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],
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rubric=rubric,
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critics=[
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CaseInsensitiveBinaryCritic(critic_field="title", weight=1 / 7),
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CaseInsensitiveBinaryCritic(critic_field="parent_issue", weight=1 / 7),
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CaseInsensitiveBinaryCritic(critic_field="issue_type", weight=1 / 7),
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CaseInsensitiveBinaryCritic(critic_field="assignee", weight=1 / 7),
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CaseInsensitiveBinaryCritic(critic_field="reporter", weight=1 / 7),
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BinaryCritic(critic_field="due_date", weight=1 / 7),
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CaseInsensitiveListOfStringsBinaryCritic(critic_field="labels", weight=1 / 7),
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],
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)
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return suite
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@tool_eval()
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def labels_eval_suite() -> EvalSuite:
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suite = EvalSuite(
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name="Labels eval suite",
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system_message=(
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"You are an AI assistant with access to Jira tools. "
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"Use them to help the user with their tasks."
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),
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catalog=catalog,
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rubric=rubric,
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)
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suite.add_case(
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name="Add labels",
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user_message="Add the labels 'Hello' and 'World' to the issue ENG-123.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=add_labels_to_issue,
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args={
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"issue": "ENG-123",
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"labels": ["Hello", "World"],
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},
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),
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],
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rubric=rubric,
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critics=[
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CaseInsensitiveBinaryCritic(critic_field="issue", weight=0.5),
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CaseInsensitiveListOfStringsBinaryCritic(critic_field="labels", weight=0.5),
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],
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)
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suite.add_case(
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name="Add labels without notifying watchers",
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user_message=(
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"Add the labels 'Hello' and 'World' to the issue ENG-123. Do not notify watchers."
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),
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expected_tool_calls=[
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ExpectedToolCall(
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func=add_labels_to_issue,
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args={
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"issue": "ENG-123",
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"labels": ["Hello", "World"],
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"notify_watchers": False,
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},
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),
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],
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rubric=rubric,
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critics=[
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CaseInsensitiveBinaryCritic(critic_field="issue", weight=1 / 3),
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CaseInsensitiveListOfStringsBinaryCritic(critic_field="labels", weight=1 / 3),
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BinaryCritic(critic_field="notify_watchers", weight=1 / 3),
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],
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)
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suite.add_case(
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name="Remove labels",
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user_message="Remove the labels 'Hello' and 'World' from the issue ENG-123.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=remove_labels_from_issue,
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args={
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"issue": "ENG-123",
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"labels": ["Hello", "World"],
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},
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),
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],
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rubric=rubric,
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critics=[
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CaseInsensitiveBinaryCritic(critic_field="issue", weight=0.5),
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CaseInsensitiveListOfStringsBinaryCritic(critic_field="labels", weight=0.5),
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],
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)
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suite.add_case(
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name="Remove labels without notifying watchers",
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user_message=(
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"Remove the labels 'Hello' and 'World' from the issue ENG-123. Do not notify watchers."
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),
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expected_tool_calls=[
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ExpectedToolCall(
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func=remove_labels_from_issue,
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args={
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"issue": "ENG-123",
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"labels": ["Hello", "World"],
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"notify_watchers": False,
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},
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),
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],
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rubric=rubric,
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critics=[
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CaseInsensitiveBinaryCritic(critic_field="issue", weight=1 / 3),
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CaseInsensitiveListOfStringsBinaryCritic(critic_field="labels", weight=1 / 3),
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BinaryCritic(critic_field="notify_watchers", weight=1 / 3),
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],
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)
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return suite
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@tool_eval()
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def update_issue_eval_suite() -> EvalSuite:
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suite = EvalSuite(
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name="Update issue eval suite",
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system_message=(
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"You are an AI assistant with access to Jira tools. "
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"Use them to help the user with their tasks."
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),
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catalog=catalog,
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rubric=rubric,
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)
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suite.add_case(
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name="Update issue with new assignee",
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user_message="Change the assignee of the ENG-123 issue to John Doe.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=update_issue,
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args={
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"issue": "ENG-123",
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"assignee": "John Doe",
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},
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),
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],
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rubric=rubric,
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critics=[
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CaseInsensitiveBinaryCritic(critic_field="issue", weight=0.5),
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CaseInsensitiveBinaryCritic(critic_field="assignee", weight=0.5),
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],
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)
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suite.add_case(
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name="Update issue with new priority",
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user_message="Set the priority of the ENG-123 issue to high.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=update_issue,
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args={
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"issue": "ENG-123",
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"priority": "High",
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},
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),
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],
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rubric=rubric,
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critics=[
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CaseInsensitiveBinaryCritic(critic_field="issue", weight=0.5),
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CaseInsensitiveBinaryCritic(critic_field="priority", weight=0.5),
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],
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)
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suite.add_case(
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name="Update issue with new due date",
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user_message="Set the due date of the ENG-123 issue to 2025-06-30.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=update_issue,
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args={
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"issue": "ENG-123",
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"due_date": "2025-06-30",
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},
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),
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],
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rubric=rubric,
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critics=[
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CaseInsensitiveBinaryCritic(critic_field="issue", weight=0.5),
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CaseInsensitiveBinaryCritic(critic_field="due_date", weight=0.5),
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],
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)
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suite.add_case(
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name="Update issue with new labels",
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user_message="Change the labels in the ENG-123 issue to 'Hello' and 'World'.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=update_issue,
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args={
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"issue": "ENG-123",
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"labels": ["Hello", "World"],
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},
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),
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],
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rubric=rubric,
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critics=[
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CaseInsensitiveBinaryCritic(critic_field="issue", weight=0.5),
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CaseInsensitiveListOfStringsBinaryCritic(critic_field="labels", weight=0.5),
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],
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)
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suite.add_case(
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name="Update issue with new title and description",
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user_message=(
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"Change the title and description of the ENG-123 issue to 'Test issue' "
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"and 'This is a test issue'."
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),
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expected_tool_calls=[
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ExpectedToolCall(
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func=update_issue,
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args={
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"issue": "ENG-123",
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"title": "Test issue",
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"description": "This is a test issue",
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},
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),
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],
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rubric=rubric,
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critics=[
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CaseInsensitiveBinaryCritic(critic_field="issue", weight=1 / 3),
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CaseInsensitiveBinaryCritic(critic_field="title", weight=1 / 3),
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CaseInsensitiveBinaryCritic(critic_field="description", weight=1 / 3),
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],
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)
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suite.add_case(
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name="Clear due date",
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user_message="Clear the due date of the issue ENG-123.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=update_issue,
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args={
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"issue": "ENG-123",
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"due_date": "",
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},
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),
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],
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rubric=rubric,
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critics=[
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CaseInsensitiveBinaryCritic(critic_field="issue", weight=0.5),
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CaseInsensitiveBinaryCritic(critic_field="due_date", weight=0.5),
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],
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)
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suite.add_case(
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name="Remove assignee",
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user_message="Remove the assignee from the issue ENG-123.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=update_issue,
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args={
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"issue": "ENG-123",
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"assignee": "",
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},
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),
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],
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rubric=rubric,
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critics=[
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CaseInsensitiveBinaryCritic(critic_field="issue", weight=0.5),
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CaseInsensitiveBinaryCritic(critic_field="assignee", weight=0.5),
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],
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)
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suite.add_case(
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name="Remove assignee",
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user_message="Remove the assignee from the issue ENG-123 without notifying anyone.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=update_issue,
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args={
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"issue": "ENG-123",
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"assignee": "",
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"notify_watchers": False,
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},
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),
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],
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rubric=rubric,
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critics=[
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CaseInsensitiveBinaryCritic(critic_field="issue", weight=1 / 3),
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CaseInsensitiveBinaryCritic(critic_field="assignee", weight=1 / 3),
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BinaryCritic(critic_field="notify_watchers", weight=1 / 3),
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],
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)
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return suite
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