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Add PNG drawer for Runnable.get_graph() (#18239)
Thank you for contributing to LangChain! - [ ] **PR title**: "package: description" - Where "package" is whichever of langchain, community, core, experimental, etc. is being modified. Use "docs: ..." for purely docs changes, "templates: ..." for template changes, "infra: ..." for CI changes. - Example: "community: add foobar LLM" - [ ] **PR message**: ***Delete this entire checklist*** and replace with - **Description:** a description of the change - **Issue:** the issue # it fixes, if applicable - **Dependencies:** any dependencies required for this change - **Twitter handle:** if your PR gets announced, and you'd like a mention, we'll gladly shout you out! - [ ] **Add tests and docs**: If you're adding a new integration, please include 1. a test for the integration, preferably unit tests that do not rely on network access, 2. an example notebook showing its use. It lives in `docs/docs/integrations` directory. - [ ] **Lint and test**: Run `make format`, `make lint` and `make test` from the root of the package(s) you've modified. See contribution guidelines for more: https://python.langchain.com/docs/contributing/ Additional guidelines: - Make sure optional dependencies are imported within a function. - Please do not add dependencies to pyproject.toml files (even optional ones) unless they are required for unit tests. - Most PRs should not touch more than one package. - Changes should be backwards compatible. - If you are adding something to community, do not re-import it in langchain. If no one reviews your PR within a few days, please @-mention one of baskaryan, efriis, eyurtsev, hwchase17.
This commit is contained in:
parent
d9fd1194f5
commit
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@ -2,16 +2,32 @@ from __future__ import annotations
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import inspect
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import inspect
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from dataclasses import dataclass, field
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from dataclasses import dataclass, field
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from typing import TYPE_CHECKING, Any, Dict, List, NamedTuple, Optional, Type, Union
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from typing import (
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TYPE_CHECKING,
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Any,
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Dict,
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List,
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NamedTuple,
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Optional,
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Type,
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TypedDict,
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Union,
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overload,
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)
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from uuid import UUID, uuid4
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from uuid import UUID, uuid4
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from langchain_core.pydantic_v1 import BaseModel
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from langchain_core.pydantic_v1 import BaseModel
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from langchain_core.runnables.graph_draw import draw
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from langchain_core.runnables.graph_ascii import draw_ascii
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if TYPE_CHECKING:
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if TYPE_CHECKING:
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from langchain_core.runnables.base import Runnable as RunnableType
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from langchain_core.runnables.base import Runnable as RunnableType
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class LabelsDict(TypedDict):
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nodes: dict[str, str]
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edges: dict[str, str]
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def is_uuid(value: str) -> bool:
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def is_uuid(value: str) -> bool:
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try:
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try:
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UUID(value)
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UUID(value)
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@ -213,10 +229,38 @@ class Graph:
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self.remove_node(last_node)
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self.remove_node(last_node)
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def draw_ascii(self) -> str:
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def draw_ascii(self) -> str:
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return draw(
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return draw_ascii(
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{node.id: node_data_str(node) for node in self.nodes.values()},
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{node.id: node_data_str(node) for node in self.nodes.values()},
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[(edge.source, edge.target) for edge in self.edges],
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[(edge.source, edge.target) for edge in self.edges],
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)
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)
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def print_ascii(self) -> None:
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def print_ascii(self) -> None:
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print(self.draw_ascii()) # noqa: T201
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print(self.draw_ascii()) # noqa: T201
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@overload
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def draw_png(
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self,
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output_file_path: str,
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fontname: Optional[str] = None,
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labels: Optional[LabelsDict] = None,
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) -> None:
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...
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@overload
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def draw_png(
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self,
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output_file_path: None,
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fontname: Optional[str] = None,
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labels: Optional[LabelsDict] = None,
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) -> bytes:
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...
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def draw_png(
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self,
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output_file_path: Optional[str] = None,
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fontname: Optional[str] = None,
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labels: Optional[LabelsDict] = None,
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) -> Union[bytes, None]:
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from langchain_core.runnables.graph_png import PngDrawer
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return PngDrawer(fontname, labels).draw(self, output_file_path)
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@ -209,7 +209,7 @@ def _build_sugiyama_layout(
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return sug
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return sug
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def draw(vertices: Mapping[str, str], edges: Sequence[Tuple[str, str]]) -> str:
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def draw_ascii(vertices: Mapping[str, str], edges: Sequence[Tuple[str, str]]) -> str:
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"""Build a DAG and draw it in ASCII.
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"""Build a DAG and draw it in ASCII.
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Args:
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Args:
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108
libs/core/langchain_core/runnables/graph_png.py
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108
libs/core/langchain_core/runnables/graph_png.py
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@ -0,0 +1,108 @@
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from typing import Any, Optional
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from langchain_core.runnables.graph import Graph, LabelsDict
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class PngDrawer:
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"""
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A helper class to draw a state graph into a PNG file.
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Requires graphviz and pygraphviz to be installed.
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:param fontname: The font to use for the labels
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:param labels: A dictionary of label overrides. The dictionary
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should have the following format:
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{
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"nodes": {
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"node1": "CustomLabel1",
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"node2": "CustomLabel2",
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"__end__": "End Node"
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},
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"edges": {
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"continue": "ContinueLabel",
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"end": "EndLabel"
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}
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}
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The keys are the original labels, and the values are the new labels.
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Usage:
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drawer = PngDrawer()
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drawer.draw(state_graph, 'graph.png')
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"""
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def __init__(
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self, fontname: Optional[str] = None, labels: Optional[LabelsDict] = None
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) -> None:
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self.fontname = fontname or "arial"
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self.labels = labels or LabelsDict(nodes={}, edges={})
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def get_node_label(self, label: str) -> str:
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label = self.labels.get("nodes", {}).get(label, label)
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return f"<<B>{label}</B>>"
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def get_edge_label(self, label: str) -> str:
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label = self.labels.get("edges", {}).get(label, label)
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return f"<<U>{label}</U>>"
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def add_node(self, viz: Any, node: str) -> None:
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viz.add_node(
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node,
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label=self.get_node_label(node),
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style="filled",
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fillcolor="yellow",
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fontsize=15,
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fontname=self.fontname,
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)
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def add_edge(
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self, viz: Any, source: str, target: str, label: Optional[str] = None
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) -> None:
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viz.add_edge(
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source,
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target,
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label=self.get_edge_label(label) if label else "",
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fontsize=12,
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fontname=self.fontname,
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)
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def draw(self, graph: Graph, output_path: Optional[str] = None) -> Optional[bytes]:
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"""
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Draws the given state graph into a PNG file.
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Requires graphviz and pygraphviz to be installed.
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:param graph: The graph to draw
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:param output_path: The path to save the PNG. If None, PNG bytes are returned.
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"""
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try:
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import pygraphviz as pgv # type: ignore[import]
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except ImportError as exc:
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raise ImportError(
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"Install pygraphviz to draw graphs: `pip install pygraphviz`."
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) from exc
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# Create a directed graph
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viz = pgv.AGraph(directed=True, nodesep=0.9, ranksep=1.0)
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# Add nodes, conditional edges, and edges to the graph
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self.add_nodes(viz, graph)
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self.add_edges(viz, graph)
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# Update entrypoint and END styles
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self.update_styles(viz, graph)
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# Save the graph as PNG
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try:
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return viz.draw(output_path, format="png", prog="dot")
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finally:
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viz.close()
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def add_nodes(self, viz: Any, graph: Graph) -> None:
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for node in graph.nodes:
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self.add_node(viz, node)
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def add_edges(self, viz: Any, graph: Graph) -> None:
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for start, end, label in graph.edges:
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self.add_edge(viz, start, end, label)
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def update_styles(self, viz: Any, graph: Graph) -> None:
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if first := graph.first_node():
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viz.get_node(first.id).attr.update(fillcolor="lightblue")
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if last := graph.last_node():
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viz.get_node(last.id).attr.update(fillcolor="orange")
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3
libs/core/poetry.lock
generated
3
libs/core/poetry.lock
generated
@ -1,4 +1,4 @@
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# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
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# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
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[[package]]
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[[package]]
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name = "annotated-types"
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name = "annotated-types"
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@ -1996,6 +1996,7 @@ files = [
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{file = "PyYAML-6.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34"},
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{file = "PyYAML-6.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34"},
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{file = "PyYAML-6.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28"},
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{file = "PyYAML-6.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28"},
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{file = "PyYAML-6.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9"},
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{file = "PyYAML-6.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9"},
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{file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a08c6f0fe150303c1c6b71ebcd7213c2858041a7e01975da3a99aed1e7a378ef"},
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{file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0"},
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{file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0"},
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{file = "PyYAML-6.0.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4"},
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{file = "PyYAML-6.0.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4"},
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{file = "PyYAML-6.0.1-cp312-cp312-win32.whl", hash = "sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54"},
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{file = "PyYAML-6.0.1-cp312-cp312-win32.whl", hash = "sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54"},
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