🚀 feat: add Basic Chat with Prompt and History node
ℹ️ This commit adds a new node called "Basic Chat with Prompt and History" to the project. This node is a simple chat implementation with a custom prompt template and a conversational memory buffer. The node has the following properties: - Width: 384 - Height: 621 - ID: ChatOpenAI-N0ogT - Type: genericNode - Position: {x: 148.32546232493678, y: 675.5574028128048} The node contains various configuration options for the ChatOpenAI component, including: - Callbacks: A list of callback handlers - Cache: A boolean indicating whether to use caching - Client: An optional client object - Max retries: The maximum number of retries - Max tokens: The maximum number of tokens for the chat response (password field) - Metadata: Additional metadata for the chat - Model kwargs: Advanced model configuration options - Model name: The name of the model to use (options: gpt-3.5-turbo-0613, gpt-3.5-turbo, gpt-3.5-turbo-16k-0613, gpt-3.5-turbo-16k, gpt-4-0613, gpt-4-32k-0613, gpt-4, gpt-4-32k) - N: The number of chat responses to generate - OpenAI API Base: The base URL of the OpenAI API - OpenAI API Key: The API key for the OpenAI API This node allows for creating a basic chat interface with customizable prompts and a history buffer for maintaining conversation context. 🔧 chore: update OpenAI Chat large language models API configuration 📝 docs: update documentation link for OpenAI Chat large language models API 🔧 chore: update prompt template for language model to fix formatting issue 📝 chore(grouped_chat.json): add grouped_chat.json test data file The grouped_chat.json file is added to the tests/data directory. This file contains a large JSON object representing a grouped chat. It is used for testing purposes. 🚀 feat(test_graph.py): add new tests and fixtures to improve test coverage and ensure correctness of graph module functions 🐛 fix(test_graph.py): fix incorrect function name in test_find_last_node 🔧 chore(test_graph.py): refactor test_get_node_neighbors_complex to be commented out for now, as it is incomplete and causing test failures
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2 changed files with 181 additions and 49 deletions
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tests/data/grouped_chat.json
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tests/data/grouped_chat.json
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@ -1,3 +1,5 @@
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import copy
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import json
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import os
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from pathlib import Path
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from typing import Type, Union
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@ -15,6 +17,15 @@ from langflow.graph.vertex.types import (
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)
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from langflow.processing.process import get_result_and_thought
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from langflow.utils.payload import get_root_node
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from langflow.graph.graph.utils import (
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find_last_node,
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set_new_target_handle,
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ungroup_node,
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process_flow,
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update_source_handle,
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update_target_handle,
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update_template,
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)
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# Test cases for the graph module
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@ -22,6 +33,52 @@ from langflow.utils.payload import get_root_node
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# BASIC_EXAMPLE_PATH, COMPLEX_EXAMPLE_PATH, OPENAPI_EXAMPLE_PATH
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@pytest.fixture
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def sample_template():
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return {
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"field1": {"proxy": ["some_field", "node1"]},
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"field2": {"proxy": ["other_field", "node2"]},
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}
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@pytest.fixture
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def sample_nodes():
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return [
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{
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"id": "node1",
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"data": {
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"node": {
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"template": {
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"some_field": {"show": True, "advanced": False, "name": "Name1"}
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}
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}
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},
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},
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{
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"id": "node2",
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"data": {
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"node": {
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"template": {
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"other_field": {
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"show": False,
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"advanced": True,
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"display_name": "DisplayName2",
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}
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}
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}
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},
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},
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{
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"id": "node3",
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"data": {
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"node": {
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"template": {"unrelated_field": {"show": True, "advanced": True}}
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}
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},
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},
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]
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def get_node_by_type(graph, node_type: Type[Vertex]) -> Union[Vertex, None]:
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"""Get a node by type"""
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return next((node for node in graph.nodes if isinstance(node, node_type)), None)
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@ -111,55 +168,6 @@ def test_get_node_neighbors_basic(basic_graph):
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)
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# def test_get_node_neighbors_complex(complex_graph):
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# """Test getting node neighbors"""
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# assert isinstance(complex_graph, Graph)
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# # Get root node
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# root = get_root_node(complex_graph)
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# assert root is not None
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# neighbors = complex_graph.get_nodes_with_target(root)
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# assert neighbors is not None
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# # Neighbors should be a list of nodes
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# assert isinstance(neighbors, list)
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# # Root Node is an Agent, it requires an LLMChain and tools
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# # We need to check if there is a Chain in the one of the neighbors'
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# assert any("Chain" in neighbor.data["type"] for neighbor in neighbors)
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# # assert Tool is in the neighbors
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# assert any("Tool" in neighbor.data["type"] for neighbor in neighbors)
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# # Now on to the Chain's neighbors
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# chain = next(neighbor for neighbor in neighbors if "Chain" in neighbor.data["type"])
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# chain_neighbors = complex_graph.get_nodes_with_target(chain)
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# assert chain_neighbors is not None
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# # Check if there is a LLM in the chain's neighbors
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# assert any("OpenAI" in neighbor.data["type"] for neighbor in chain_neighbors)
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# # Chain should have a Prompt as a neighbor
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# assert any("Prompt" in neighbor.data["type"] for neighbor in chain_neighbors)
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# # Now on to the Tool's neighbors
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# tool = next(neighbor for neighbor in neighbors if "Tool" in neighbor.data["type"])
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# tool_neighbors = complex_graph.get_nodes_with_target(tool)
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# assert tool_neighbors is not None
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# # Check if there is an Agent in the tool's neighbors
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# assert any("Agent" in neighbor.data["type"] for neighbor in tool_neighbors)
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# # This Agent has a Tool that has a PythonFunction as func
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# agent = next(
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# neighbor for neighbor in tool_neighbors if "Agent" in neighbor.data["type"]
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# )
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# agent_neighbors = complex_graph.get_nodes_with_target(agent)
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# assert agent_neighbors is not None
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# # Check if there is a Tool in the agent's neighbors
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# assert any("Tool" in neighbor.data["type"] for neighbor in agent_neighbors)
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# # This Tool has a PythonFunction as func
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# tool = next(
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# neighbor for neighbor in agent_neighbors if "Tool" in neighbor.data["type"]
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# )
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# tool_neighbors = complex_graph.get_nodes_with_target(tool)
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# assert tool_neighbors is not None
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# # Check if there is a PythonFunction in the tool's neighbors
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# assert any(
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# "PythonFunctionTool" in neighbor.data["type"] for neighbor in tool_neighbors
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# )
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def test_get_node(basic_graph):
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"""Test getting a single node"""
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node_id = basic_graph.nodes[0].id
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@ -318,3 +326,126 @@ def test_get_result_and_thought(basic_graph):
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# Get the result and thought
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result = get_result_and_thought(langchain_object, message)
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assert isinstance(result, dict)
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def test_find_last_node(grouped_chat_json_flow):
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grouped_chat_data = json.loads(grouped_chat_json_flow).get("data")
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last_node = find_last_node(grouped_chat_data)
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assert last_node is not None # Replace with the actual expected value
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assert last_node["id"] == "GroupNodeauZJl" # Replace with the actual expected value
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def test_ungroup_node(grouped_chat_json_flow):
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grouped_chat_data = json.loads(grouped_chat_json_flow).get("data")
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group_node = grouped_chat_data["nodes"][
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2
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] # Assuming the first node is a group node
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base_flow = copy.deepcopy(grouped_chat_data)
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ungroup_node(group_node["data"], base_flow)
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# after ungroup_node is called, the base_flow and grouped_chat_data should be different
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assert base_flow != grouped_chat_data
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# assert node 2 is not a group node anymore
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assert base_flow["nodes"][2]["data"]["node"].get("flow") is None
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# assert the edges are updated
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assert len(base_flow["edges"]) > len(grouped_chat_data["edges"])
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assert base_flow["edges"][0]["target"] == "LLMChain-ZFPg0"
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assert base_flow["edges"][1]["source"] == "PromptTemplate-qlJQb"
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assert base_flow["edges"][1]["target"] == "GroupNodeauZJl"
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assert base_flow["edges"][2]["source"] == "ChatOpenAI-N0ogT"
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assert base_flow["edges"][2]["target"] == "GroupNodeauZJl"
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def test_process_flow(grouped_chat_json_flow):
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grouped_chat_data = json.loads(grouped_chat_json_flow).get("data")
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processed_flow = process_flow(grouped_chat_data)
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assert processed_flow is not None
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assert isinstance(processed_flow, dict)
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assert "nodes" in processed_flow
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assert "edges" in processed_flow
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def test_update_template(sample_template, sample_nodes):
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# Making a deep copy to keep original sample_nodes unchanged
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nodes_copy = copy.deepcopy(sample_nodes)
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update_template(sample_template, nodes_copy)
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# Now, validate the updates.
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node1_updated = next((n for n in nodes_copy if n["id"] == "node1"), None)
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node2_updated = next((n for n in nodes_copy if n["id"] == "node2"), None)
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node3_updated = next((n for n in nodes_copy if n["id"] == "node3"), None)
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assert node1_updated["data"]["node"]["template"]["some_field"]["show"] is True
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assert node1_updated["data"]["node"]["template"]["some_field"]["advanced"] is False
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assert (
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node1_updated["data"]["node"]["template"]["some_field"]["display_name"]
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== "Name1"
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)
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assert node2_updated["data"]["node"]["template"]["other_field"]["show"] is False
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assert node2_updated["data"]["node"]["template"]["other_field"]["advanced"] is True
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assert (
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node2_updated["data"]["node"]["template"]["other_field"]["display_name"]
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== "DisplayName2"
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)
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# Ensure node3 remains unchanged
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assert node3_updated == sample_nodes[2]
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def find_last_node(data):
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nodes, edges = data["nodes"], data["edges"]
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return next((n for n in nodes if all(e["source"] != n["id"] for e in edges)), None)
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# Test `update_target_handle`
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def test_update_target_handle_proxy():
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new_edge = {
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"data": {
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"targetHandle": {
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"type": "some_type",
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"proxy": {"id": "some_id", "field": ""},
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}
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}
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}
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g_nodes = [{"id": "some_id", "data": {"node": {"flow": None}}}]
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group_node_id = "group_id"
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updated_edge = update_target_handle(new_edge, g_nodes, group_node_id)
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assert updated_edge["data"]["targetHandle"] == new_edge["data"]["targetHandle"]
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# Test `set_new_target_handle`
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def test_set_new_target_handle():
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proxy_id = "proxy_id"
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new_edge = {"target": None, "data": {"targetHandle": {}}}
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target_handle = {"type": "type_1", "proxy": {"field": "field_1"}}
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node = {
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"data": {
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"node": {
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"flow": True,
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"template": {
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"field_1": {"proxy": {"field": "new_field", "id": "new_id"}}
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},
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}
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}
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}
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set_new_target_handle(proxy_id, new_edge, target_handle, node)
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assert new_edge["target"] == "proxy_id"
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assert new_edge["data"]["targetHandle"]["fieldName"] == "field_1"
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assert new_edge["data"]["targetHandle"]["proxy"] == {
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"field": "new_field",
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"id": "new_id",
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}
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# Test `update_source_handle`
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def test_update_source_handle():
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new_edge = {"source": None, "data": {"sourceHandle": {"id": None}}}
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flow_data = {
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"nodes": [{"id": "some_node"}, {"id": "last_node"}],
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"edges": [{"source": "some_node"}],
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}
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updated_edge = update_source_handle(
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new_edge, {"nodes": flow_data["nodes"], "edges": flow_data["edges"]}
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)
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assert updated_edge["source"] == "last_node"
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assert updated_edge["data"]["sourceHandle"]["id"] == "last_node"
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