haystack/test/core/pipeline/test_breakpoint.py

114 lines
4.6 KiB
Python
Raw Normal View History

feat: adding debugging breakpoints to `Pipeline` and `Agent` (#9611) * wip: fixing tests * wip: fixing tests * wip: fixing tests * wip: fixing tests * fixing circular imports * decoupling resume and initial run() for agent * adding release notes * re-raising BreakPointException from pipeline.run() * fixing imports * refactor: Refactor suggestions for Pipeline breakpoints (#9614) * Refactoring * Start adding debug_path into Breakpoint class * Fully move debug_path into Breakpoint dataclass * Simplifications in pipeline run logic * More simplification * lint * More simplification * Updates * Rename resume_state to pipeline_snapshot * PR comments * Missed renaming of state in a few more places * feat: Add dataclasses to represent a `PipelineSnapshot` and refactored to use it (#9619) * Refactor to use dataclasses for PipelineSnapshot and AgentSnapshot * Fix integration tests * Mypy * Fix mypy * Fix lint * Refactor AgentSnapshot to only contain needed info * Fix mypy * More refactoring * removing unused import --------- Co-authored-by: David S. Batista <dsbatista@gmail.com> * feat: saving include_outputs_from intermediate results to `PipelineState` object (#9629) * saving intermediate components results in include_outputs_from into the PipelineSnaptshot * cleaning up * fixing tests * fixing tests * extending tests * Update haystack/dataclasses/breakpoints.py Co-authored-by: Sebastian Husch Lee <10526848+sjrl@users.noreply.github.com> * Update haystack/dataclasses/breakpoints.py Co-authored-by: Sebastian Husch Lee <10526848+sjrl@users.noreply.github.com> * linting * moving intermediate results to pipeline state and adding pipeline outputs to state * moving ordered_component_names and include_outputs_from to PipelineSnapshot * moving original_input_data to PipelineSnapshot * simplifying saving the intermediate results * Update haystack/dataclasses/breakpoints.py Co-authored-by: Sebastian Husch Lee <10526848+sjrl@users.noreply.github.com> * Update haystack/dataclasses/breakpoints.py Co-authored-by: Sebastian Husch Lee <10526848+sjrl@users.noreply.github.com> * Update haystack/dataclasses/breakpoints.py Co-authored-by: Sebastian Husch Lee <10526848+sjrl@users.noreply.github.com> * Update haystack/dataclasses/breakpoints.py Co-authored-by: Sebastian Husch Lee <10526848+sjrl@users.noreply.github.com> --------- Co-authored-by: Sebastian Husch Lee <10526848+sjrl@users.noreply.github.com> * linting * cleaning up * avoiding creating PipelineSnapshot for every component run * removing unecessary code * Update checks in Agent to not unecessarily create AgentSnapshot when not needed. * Update haystack/components/agents/agent.py Co-authored-by: Sebastian Husch Lee <10526848+sjrl@users.noreply.github.com> * Update haystack/components/agents/agent.py Co-authored-by: Sebastian Husch Lee <10526848+sjrl@users.noreply.github.com> * cleaning up tests * linting --------- Co-authored-by: Sebastian Husch Lee <10526848+sjrl@users.noreply.github.com> Co-authored-by: Sebastian Husch Lee <sjrl423@gmail.com>
2025-07-24 09:54:23 +01:00
# SPDX-FileCopyrightText: 2022-present deepset GmbH <info@deepset.ai>
#
# SPDX-License-Identifier: Apache-2.0
import json
import pytest
from haystack import component
from haystack.core.errors import BreakpointException
from haystack.core.pipeline import Pipeline
from haystack.core.pipeline.breakpoint import _transform_json_structure, load_pipeline_snapshot
from haystack.dataclasses.breakpoints import Breakpoint, PipelineSnapshot
def test_transform_json_structure_unwraps_sender_value():
data = {
"key1": [{"sender": None, "value": "some value"}],
"key2": [{"sender": "comp1", "value": 42}],
"key3": "direct value",
}
result = _transform_json_structure(data)
assert result == {"key1": "some value", "key2": 42, "key3": "direct value"}
def test_transform_json_structure_handles_nested_structures():
data = {
"key1": [{"sender": None, "value": "value1"}],
"key2": {"nested": [{"sender": "comp1", "value": "value2"}], "direct": "value3"},
"key3": [[{"sender": None, "value": "value4"}], [{"sender": "comp2", "value": "value5"}]],
}
result = _transform_json_structure(data)
assert result == {"key1": "value1", "key2": {"nested": "value2", "direct": "value3"}, "key3": ["value4", "value5"]}
def test_load_pipeline_snapshot_loads_valid_snapshot(tmp_path):
pipeline_snapshot = {
"break_point": {"component_name": "comp1", "visit_count": 0},
"pipeline_state": {"inputs": {}, "component_visits": {"comp1": 0, "comp2": 0}, "pipeline_outputs": {}},
"original_input_data": {},
"ordered_component_names": ["comp1", "comp2"],
"include_outputs_from": ["comp1", "comp2"],
}
pipeline_snapshot_file = tmp_path / "state.json"
with open(pipeline_snapshot_file, "w") as f:
json.dump(pipeline_snapshot, f)
loaded_snapshot = load_pipeline_snapshot(pipeline_snapshot_file)
assert loaded_snapshot == PipelineSnapshot.from_dict(pipeline_snapshot)
def test_load_state_handles_invalid_state(tmp_path):
pipeline_snapshot = {
"break_point": {"component_name": "comp1", "visit_count": 0},
"pipeline_state": {"inputs": {}, "component_visits": {"comp1": 0, "comp2": 0}, "pipeline_outputs": {}},
"original_input_data": {},
"include_outputs_from": ["comp1", "comp2"],
"ordered_component_names": ["comp1", "comp3"], # inconsistent with component_visits
}
pipeline_snapshot_file = tmp_path / "invalid_pipeline_snapshot.json"
with open(pipeline_snapshot_file, "w") as f:
json.dump(pipeline_snapshot, f)
with pytest.raises(ValueError, match="Invalid pipeline snapshot from"):
load_pipeline_snapshot(pipeline_snapshot_file)
def test_breakpoint_saves_intermediate_outputs(tmp_path):
@component
class SimpleComponent:
@component.output_types(result=str)
def run(self, input_value: str) -> dict[str, str]:
return {"result": f"processed_{input_value}"}
pipeline = Pipeline()
comp1 = SimpleComponent()
comp2 = SimpleComponent()
pipeline.add_component("comp1", comp1)
pipeline.add_component("comp2", comp2)
pipeline.connect("comp1", "comp2")
# breakpoint on comp2
break_point = Breakpoint(component_name="comp2", visit_count=0, snapshot_file_path=str(tmp_path))
try:
# run with include_outputs_from to capture intermediate outputs
pipeline.run(data={"comp1": {"input_value": "test"}}, include_outputs_from={"comp1"}, break_point=break_point)
except BreakpointException as e:
# breakpoint should be triggered
assert e.component == "comp2"
# verify snapshot file contains the intermediate outputs
snapshot_files = list(tmp_path.glob("comp2_*.json"))
assert len(snapshot_files) == 1, f"Expected exactly one snapshot file, found {len(snapshot_files)}"
snapshot_file = snapshot_files[0]
loaded_snapshot = load_pipeline_snapshot(snapshot_file)
# verify the snapshot contains the intermediate outputs from comp1
assert "comp1" in loaded_snapshot.pipeline_state.pipeline_outputs
assert loaded_snapshot.pipeline_state.pipeline_outputs["comp1"]["result"] == "processed_test"
# verify the whole pipeline state contains the expected data
assert loaded_snapshot.pipeline_state.component_visits["comp1"] == 1
assert loaded_snapshot.pipeline_state.component_visits["comp2"] == 0
assert "comp1" in loaded_snapshot.include_outputs_from
assert loaded_snapshot.break_point.component_name == "comp2"
assert loaded_snapshot.break_point.visit_count == 0