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Running
on
L40S
Running
on
L40S
from comfy_execution.graph_utils import GraphBuilder, is_link | |
from comfy_execution.graph import ExecutionBlocker | |
from .tools import VariantSupport | |
NUM_FLOW_SOCKETS = 5 | |
class TestWhileLoopOpen: | |
def __init__(self): | |
pass | |
def INPUT_TYPES(cls): | |
inputs = { | |
"required": { | |
"condition": ("BOOLEAN", {"default": True}), | |
}, | |
"optional": { | |
}, | |
} | |
for i in range(NUM_FLOW_SOCKETS): | |
inputs["optional"][f"initial_value{i}"] = ("*",) | |
return inputs | |
RETURN_TYPES = tuple(["FLOW_CONTROL"] + ["*"] * NUM_FLOW_SOCKETS) | |
RETURN_NAMES = tuple(["FLOW_CONTROL"] + [f"value{i}" for i in range(NUM_FLOW_SOCKETS)]) | |
FUNCTION = "while_loop_open" | |
CATEGORY = "Testing/Flow" | |
def while_loop_open(self, condition, **kwargs): | |
values = [] | |
for i in range(NUM_FLOW_SOCKETS): | |
values.append(kwargs.get(f"initial_value{i}", None)) | |
return tuple(["stub"] + values) | |
class TestWhileLoopClose: | |
def __init__(self): | |
pass | |
def INPUT_TYPES(cls): | |
inputs = { | |
"required": { | |
"flow_control": ("FLOW_CONTROL", {"rawLink": True}), | |
"condition": ("BOOLEAN", {"forceInput": True}), | |
}, | |
"optional": { | |
}, | |
"hidden": { | |
"dynprompt": "DYNPROMPT", | |
"unique_id": "UNIQUE_ID", | |
} | |
} | |
for i in range(NUM_FLOW_SOCKETS): | |
inputs["optional"][f"initial_value{i}"] = ("*",) | |
return inputs | |
RETURN_TYPES = tuple(["*"] * NUM_FLOW_SOCKETS) | |
RETURN_NAMES = tuple([f"value{i}" for i in range(NUM_FLOW_SOCKETS)]) | |
FUNCTION = "while_loop_close" | |
CATEGORY = "Testing/Flow" | |
def explore_dependencies(self, node_id, dynprompt, upstream): | |
node_info = dynprompt.get_node(node_id) | |
if "inputs" not in node_info: | |
return | |
for k, v in node_info["inputs"].items(): | |
if is_link(v): | |
parent_id = v[0] | |
if parent_id not in upstream: | |
upstream[parent_id] = [] | |
self.explore_dependencies(parent_id, dynprompt, upstream) | |
upstream[parent_id].append(node_id) | |
def collect_contained(self, node_id, upstream, contained): | |
if node_id not in upstream: | |
return | |
for child_id in upstream[node_id]: | |
if child_id not in contained: | |
contained[child_id] = True | |
self.collect_contained(child_id, upstream, contained) | |
def while_loop_close(self, flow_control, condition, dynprompt=None, unique_id=None, **kwargs): | |
assert dynprompt is not None | |
if not condition: | |
# We're done with the loop | |
values = [] | |
for i in range(NUM_FLOW_SOCKETS): | |
values.append(kwargs.get(f"initial_value{i}", None)) | |
return tuple(values) | |
# We want to loop | |
upstream = {} | |
# Get the list of all nodes between the open and close nodes | |
self.explore_dependencies(unique_id, dynprompt, upstream) | |
contained = {} | |
open_node = flow_control[0] | |
self.collect_contained(open_node, upstream, contained) | |
contained[unique_id] = True | |
contained[open_node] = True | |
# We'll use the default prefix, but to avoid having node names grow exponentially in size, | |
# we'll use "Recurse" for the name of the recursively-generated copy of this node. | |
graph = GraphBuilder() | |
for node_id in contained: | |
original_node = dynprompt.get_node(node_id) | |
node = graph.node(original_node["class_type"], "Recurse" if node_id == unique_id else node_id) | |
node.set_override_display_id(node_id) | |
for node_id in contained: | |
original_node = dynprompt.get_node(node_id) | |
node = graph.lookup_node("Recurse" if node_id == unique_id else node_id) | |
assert node is not None | |
for k, v in original_node["inputs"].items(): | |
if is_link(v) and v[0] in contained: | |
parent = graph.lookup_node(v[0]) | |
assert parent is not None | |
node.set_input(k, parent.out(v[1])) | |
else: | |
node.set_input(k, v) | |
new_open = graph.lookup_node(open_node) | |
assert new_open is not None | |
for i in range(NUM_FLOW_SOCKETS): | |
key = f"initial_value{i}" | |
new_open.set_input(key, kwargs.get(key, None)) | |
my_clone = graph.lookup_node("Recurse") | |
assert my_clone is not None | |
result = map(lambda x: my_clone.out(x), range(NUM_FLOW_SOCKETS)) | |
return { | |
"result": tuple(result), | |
"expand": graph.finalize(), | |
} | |
class TestExecutionBlockerNode: | |
def __init__(self): | |
pass | |
def INPUT_TYPES(cls): | |
inputs = { | |
"required": { | |
"input": ("*",), | |
"block": ("BOOLEAN",), | |
"verbose": ("BOOLEAN", {"default": False}), | |
}, | |
} | |
return inputs | |
RETURN_TYPES = ("*",) | |
RETURN_NAMES = ("output",) | |
FUNCTION = "execution_blocker" | |
CATEGORY = "Testing/Flow" | |
def execution_blocker(self, input, block, verbose): | |
if block: | |
return (ExecutionBlocker("Blocked Execution" if verbose else None),) | |
return (input,) | |
FLOW_CONTROL_NODE_CLASS_MAPPINGS = { | |
"TestWhileLoopOpen": TestWhileLoopOpen, | |
"TestWhileLoopClose": TestWhileLoopClose, | |
"TestExecutionBlocker": TestExecutionBlockerNode, | |
} | |
FLOW_CONTROL_NODE_DISPLAY_NAME_MAPPINGS = { | |
"TestWhileLoopOpen": "While Loop Open", | |
"TestWhileLoopClose": "While Loop Close", | |
"TestExecutionBlocker": "Execution Blocker", | |
} | |