Instructions to use mhnakif/comfy2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use mhnakif/comfy2 with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("mhnakif/comfy2", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
| """Tests for NodeReplaceManager registration behavior.""" | |
| import importlib | |
| import sys | |
| import types | |
| import pytest | |
| def NodeReplaceManager(monkeypatch): | |
| """Provide NodeReplaceManager with `nodes` stubbed. | |
| `app.node_replace_manager` does `import nodes` at module level, which pulls in | |
| torch + the full ComfyUI graph. register() doesn't actually need it, so we | |
| stub `nodes` per-test (via monkeypatch so it's torn down) and reload the | |
| module so it picks up the stub instead of any cached real import. | |
| """ | |
| fake_nodes = types.ModuleType("nodes") | |
| fake_nodes.NODE_CLASS_MAPPINGS = {} | |
| monkeypatch.setitem(sys.modules, "nodes", fake_nodes) | |
| monkeypatch.delitem(sys.modules, "app.node_replace_manager", raising=False) | |
| module = importlib.import_module("app.node_replace_manager") | |
| yield module.NodeReplaceManager | |
| # Drop the freshly-imported module so the next test (or a later real import | |
| # of `nodes`) starts from a clean slate. | |
| sys.modules.pop("app.node_replace_manager", None) | |
| class FakeNodeReplace: | |
| """Lightweight stand-in for comfy_api.latest._io.NodeReplace.""" | |
| def __init__(self, new_node_id, old_node_id, old_widget_ids=None, | |
| input_mapping=None, output_mapping=None): | |
| self.new_node_id = new_node_id | |
| self.old_node_id = old_node_id | |
| self.old_widget_ids = old_widget_ids | |
| self.input_mapping = input_mapping | |
| self.output_mapping = output_mapping | |
| def test_register_adds_replacement(NodeReplaceManager): | |
| manager = NodeReplaceManager() | |
| manager.register(FakeNodeReplace(new_node_id="NewNode", old_node_id="OldNode")) | |
| assert manager.has_replacement("OldNode") | |
| assert len(manager.get_replacement("OldNode")) == 1 | |
| def test_register_allows_multiple_alternatives_for_same_old_node(NodeReplaceManager): | |
| """Different new_node_ids for the same old_node_id should all be kept.""" | |
| manager = NodeReplaceManager() | |
| manager.register(FakeNodeReplace(new_node_id="AltA", old_node_id="OldNode")) | |
| manager.register(FakeNodeReplace(new_node_id="AltB", old_node_id="OldNode")) | |
| replacements = manager.get_replacement("OldNode") | |
| assert len(replacements) == 2 | |
| assert {r.new_node_id for r in replacements} == {"AltA", "AltB"} | |
| def test_register_is_idempotent_for_duplicate_pair(NodeReplaceManager): | |
| """Re-registering the same (old_node_id, new_node_id) should be a no-op.""" | |
| manager = NodeReplaceManager() | |
| manager.register(FakeNodeReplace(new_node_id="NewNode", old_node_id="OldNode")) | |
| manager.register(FakeNodeReplace(new_node_id="NewNode", old_node_id="OldNode")) | |
| manager.register(FakeNodeReplace(new_node_id="NewNode", old_node_id="OldNode")) | |
| assert len(manager.get_replacement("OldNode")) == 1 | |
| def test_register_idempotent_preserves_first_registration(NodeReplaceManager): | |
| """First registration wins; later duplicates with different mappings are ignored.""" | |
| manager = NodeReplaceManager() | |
| first = FakeNodeReplace( | |
| new_node_id="NewNode", old_node_id="OldNode", | |
| input_mapping=[{"new_id": "a", "old_id": "x"}], | |
| ) | |
| second = FakeNodeReplace( | |
| new_node_id="NewNode", old_node_id="OldNode", | |
| input_mapping=[{"new_id": "b", "old_id": "y"}], | |
| ) | |
| manager.register(first) | |
| manager.register(second) | |
| replacements = manager.get_replacement("OldNode") | |
| assert len(replacements) == 1 | |
| assert replacements[0] is first | |
| def test_register_dedupe_does_not_affect_other_old_nodes(NodeReplaceManager): | |
| manager = NodeReplaceManager() | |
| manager.register(FakeNodeReplace(new_node_id="NewA", old_node_id="OldA")) | |
| manager.register(FakeNodeReplace(new_node_id="NewA", old_node_id="OldA")) | |
| manager.register(FakeNodeReplace(new_node_id="NewB", old_node_id="OldB")) | |
| assert len(manager.get_replacement("OldA")) == 1 | |
| assert len(manager.get_replacement("OldB")) == 1 | |