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65
README.md
65
README.md
@ -150,39 +150,38 @@ ComfyUI follows a weekly release cycle targeting Monday but this regularly chang
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## Shortcuts
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| Keybind | Explanation |
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|------------------------------------|--------------------------------------------------------------------------------------------------------------------|
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| `Ctrl` + `Enter` | Queue up current graph for generation |
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| `Ctrl` + `Shift` + `Enter` | Queue up current graph as first for generation |
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| `Ctrl` + `Alt` + `Enter` | Cancel current generation |
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| `Ctrl` + `Z`/`Ctrl` + `Y` | Undo/Redo |
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| `Ctrl` + `S` | Save workflow |
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| `Ctrl` + `O` | Load workflow |
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| `Ctrl` + `A` | Select all nodes |
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| `Alt `+ `C` | Collapse/uncollapse selected nodes |
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| `Ctrl` + `M` | Mute/unmute selected nodes |
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| `Ctrl` + `B` | Bypass selected nodes (acts like the node was removed from the graph and the wires reconnected through) |
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| `Delete`/`Backspace` | Delete selected nodes |
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| `Ctrl` + `Backspace` | Delete the current graph |
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| `Space` | Move the canvas around when held and moving the cursor |
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| `Ctrl`/`Shift` + `Click` | Add clicked node to selection |
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| `Ctrl` + `C`/`Ctrl` + `V` | Copy and paste selected nodes (without maintaining connections to outputs of unselected nodes) |
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| `Ctrl` + `C`/`Ctrl` + `Shift` + `V` | Copy and paste selected nodes (maintaining connections from outputs of unselected nodes to inputs of pasted nodes) |
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| `Shift` + `Drag` | Move multiple selected nodes at the same time |
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| `Ctrl` + `D` | Load default graph |
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| `Alt` + `+` | Canvas Zoom in |
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| `Alt` + `-` | Canvas Zoom out |
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| `Ctrl` + `Shift` + LMB + Vertical drag | Canvas Zoom in/out |
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| `P` | Pin/Unpin selected nodes |
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| `Ctrl` + `G` | Group selected nodes |
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| `Q` | Toggle visibility of the queue |
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| `H` | Toggle visibility of history |
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| `R` | Refresh graph |
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| `F` | Show/Hide menu |
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| `.` | Fit view to selection (Whole graph when nothing is selected) |
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| Double-Click LMB | Open node quick search palette |
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| `Shift` + Drag | Move multiple wires at once |
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| `Ctrl` + `Alt` + LMB | Disconnect all wires from clicked slot |
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| Keybind | Explanation |
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|---------------------------------------------|--------------------------------------------------------------------------------------------------------------------|
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| `Ctrl` + `Enter` | Queue up current graph for generation |
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| `Ctrl` + `Shift` + `Enter` | Queue up current graph as first for generation |
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| `Ctrl` + `Alt` + `Enter` | Cancel current generation |
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| `Ctrl` + `Z`/`Ctrl` + `Y` | Undo/Redo |
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| `Ctrl` + `S` | Save workflow |
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| `Ctrl` + `O` | Load workflow |
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| `Ctrl` + `A` | Select all nodes |
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| `Alt `+ `C` | Collapse/uncollapse selected nodes |
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| `Ctrl` + `M` | Mute/unmute selected nodes |
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| `Ctrl` + `B` | Bypass selected nodes (acts like the node was removed from the graph and the wires reconnected through) |
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| `Delete`/`Backspace` | Delete selected nodes |
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| `Ctrl` + `Backspace` | Delete the current graph |
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| `Space` | Move the canvas around when held and moving the cursor |
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| `Ctrl`/`Shift` + `Click` | Add clicked node to selection |
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| `Ctrl` + `C`/`Ctrl` + `V` | Copy and paste selected nodes (without maintaining connections to outputs of unselected nodes) |
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| `Ctrl` + `C`/`Ctrl` + `Shift` + `V` | Copy and paste selected nodes (maintaining connections from outputs of unselected nodes to inputs of pasted nodes) |
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| `Shift` + `Drag` | Move multiple selected nodes at the same time or Move multiple wires at once |
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| `Ctrl` + `D` | Load default graph |
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| `Alt` + `+` | Canvas Zoom in |
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| `Alt` + `-` | Canvas Zoom out |
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| `Ctrl` + `Shift` + `LMB` + `Vertical drag` | Canvas Zoom in/out |
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| `P` | Pin/Unpin selected nodes |
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| `Ctrl` + `G` | Group selected nodes |
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| `Q` | Toggle visibility of the queue |
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| `H` | Toggle visibility of history |
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| `R` | Refresh graph |
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| `F` | Show/Hide menu |
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| `.` | Fit view to selection (Whole graph when nothing is selected) |
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| Double-Click `LMB` | Open node quick search palette |
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| `Ctrl` + `Alt` + `LMB` | Disconnect all wires from clicked slot |
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`Ctrl` can also be replaced with `Cmd` instead for macOS users
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@ -468,6 +468,9 @@ class CLIP:
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def decode(self, token_ids, skip_special_tokens=True):
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return self.tokenizer.decode(token_ids, skip_special_tokens=skip_special_tokens)
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def is_dynamic(self):
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return self.patcher.is_dynamic()
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class VAE:
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def __init__(self, sd=None, device=None, config=None, dtype=None, metadata=None):
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if 'decoder.up_blocks.0.resnets.0.norm1.weight' in sd.keys(): #diffusers format
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@ -1251,6 +1254,8 @@ class VAE:
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except:
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return None
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def is_dynamic(self):
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return self.patcher.is_dynamic()
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class StyleModel:
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def __init__(self, model, device="cpu"):
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@ -503,6 +503,21 @@ RAM_CACHE_DEFAULT_RAM_USAGE = 0.05
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RAM_CACHE_OLD_WORKFLOW_OOM_MULTIPLIER = 1.3
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def all_outputs_dynamic(outputs):
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if outputs is None:
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return False
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for output in outputs:
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if isinstance(output, (list, tuple)):
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if not all_outputs_dynamic(output):
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return False
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elif not hasattr(output, "is_dynamic") or not output.is_dynamic():
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return False
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return True
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class RAMPressureCache(LRUCache):
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def __init__(self, key_class, enable_providers=False):
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@ -533,7 +548,11 @@ class RAMPressureCache(LRUCache):
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for key, cache_entry in self.cache.items():
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if not free_active and self.used_generation[key] == self.generation:
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continue
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oom_score = RAM_CACHE_OLD_WORKFLOW_OOM_MULTIPLIER ** (self.generation - self.used_generation[key])
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if all_outputs_dynamic(cache_entry.outputs) and self.used_generation[key] == self.generation:
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continue
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oom_score = RAM_CACHE_OLD_WORKFLOW_OOM_MULTIPLIER ** (self.generation - self.used_generation[key])
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ram_usage = RAM_CACHE_DEFAULT_RAM_USAGE
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def scan_list_for_ram_usage(outputs):
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