from comfy_api.latest import io from inspect import cleandoc from antlr4 import InputStream, CommonTokenStream from .Parser.MathExprLexer import MathExprLexer from .Parser.MathExprParser import MathExprParser import re class CLIPMathNode(io.ComfyNode): """ This node enables the use of math expressions on CLIP weights using Autogrow inputs. """ @classmethod def define_schema(cls) -> io.Schema: return io.Schema( node_id="mrmth_ag_CLIPMathNode", display_name="CLIP Math", category="More math", inputs=[ io.Autogrow.Input(id="V",template=io.Autogrow.TemplatePrefix(io.Clip.Input("values"), prefix="V", min=1, max=50)), io.Autogrow.Input(id="F", template=io.Autogrow.TemplatePrefix(io.Float.Input("float", default=0.0, optional=True, lazy=True, force_input=True), prefix="F", min=1, max=50)), io.String.Input(id="Expression", default="I0*(1-F0)+I1*F0", tooltip="Expression to apply on weights"), io.Combo.Input( id="length_mismatch", options=["error", "passthrough", "pad"], default="error", tooltip="How to handle mismatched layer counts. For models, this usually defaults to broadcast (zero for missing layers)." ) ], outputs=[ io.Clip.Output(), ], ) tooltip = cleandoc(__doc__) @classmethod def check_lazy_status(cls, Expression, V, F, length_mismatch="tile"): input_stream = InputStream(Expression) lexer = MathExprLexer(input_stream) stream = CommonTokenStream(lexer) stream.fill() # Support aliases aliases_img = {"a": "V0", "b": "V1", "c": "V2", "d": "V3"} aliases_flt = {"w": "F0", "x": "F1", "y": "F2", "z": "F3"} needed = [] needed1 = [] for token in filter(lambda t: t.type == MathExprParser.VARIABLE, stream.tokens): var_name = token.text if re.match(r"[VF][0-9]+", var_name): needed.append(var_name) elif var_name in aliases_img: needed.append(aliases_img[var_name]) elif var_name in aliases_flt: needed.append(aliases_flt[var_name]) for v in needed: if v.startswith("V"): if v not in V or V[v] is None: needed1.append(v) elif v.startswith("F"): if v not in F or F[v] is None: needed1.append(v) return needed1 @classmethod def execute(cls, V, F, Expression, length_mismatch="tile") -> io.NodeOutput: # Determine reference CLIP a = V.get("V0") if a is None: for m in V.values(): if m is not None: a = m break if a is None: raise ValueError("At least one input CLIP is required.") # Prepare CLIP patchers patchers_V = {} for k, v in V.items(): if v is not None: patchers_V[k] = v.patcher # Call autogrow patch calculation from .modelLikeCommon import calculate_patches_autogrow # Populate aliases map for backward compatibility in expressions (users might still use a/b/c/d/w/x/y/z) # a=V0, b=V1, etc created by us or expected by user? # The prompt says aliases are supported in check_lazy_status. Variables map in helper handles logic. aliases = {"a": "V0", "b": "V1", "c": "V2", "d": "V3", "w": "F0", "x": "F1", "y": "F2", "z": "F3"} patches = calculate_patches_autogrow(Expression, V=patchers_V, F=F, mapping=aliases) out_clip = a.clone() if patches: out_clip.add_patches(patches, 1.0, 1.0) return (out_clip,)