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https://github.com/invoke-ai/InvokeAI
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parsing CrossAttentionControlSubstitute options works
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@ -118,16 +118,27 @@ class CrossAttentionControlSubstitute(CrossAttentionControlledFragment):
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Fragment('sitting on a car')
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])
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"""
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def __init__(self, original: Union[Fragment, list], edited: Union[Fragment, list]):
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def __init__(self, original: Union[Fragment, list], edited: Union[Fragment, list], options: dict=None):
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self.original = original
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self.edited = edited
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default_options = {
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's_start': 0.0,
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's_end': 1.0,
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't_start': 0.0,
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't_end': 1.0
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}
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merged_options = default_options
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if options is not None:
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merged_options.update(options)
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self.options = merged_options
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def __repr__(self):
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return f"CrossAttentionControlSubstitute:({self.original}->{self.edited})"
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return f"CrossAttentionControlSubstitute:({self.original}->{self.edited} ({self.options})"
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def __eq__(self, other):
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return type(other) is CrossAttentionControlSubstitute \
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and other.original == self.original \
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and other.edited == self.edited
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and other.edited == self.edited \
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and other.options == self.options
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class CrossAttentionControlAppend(CrossAttentionControlledFragment):
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@ -239,7 +250,7 @@ class PromptParser():
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if type(x) is CrossAttentionControlSubstitute:
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original_fused = fuse_fragments(x.original)
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edited_fused = fuse_fragments(x.edited)
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result.append(CrossAttentionControlSubstitute(original_fused, edited_fused))
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result.append(CrossAttentionControlSubstitute(original_fused, edited_fused, options=x.options))
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else:
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last_weight = result[-1].weight \
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if (len(result) > 0 and not issubclass(type(result[-1]), CrossAttentionControlledFragment)) \
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@ -269,7 +280,7 @@ class PromptParser():
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elif type(node) is CrossAttentionControlSubstitute:
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original = flatten_internal(node.original, weight_scale, [], prefix + ' CAo ')
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edited = flatten_internal(node.edited, weight_scale, [], prefix + ' CAe ')
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results += [CrossAttentionControlSubstitute(original, edited)]
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results += [CrossAttentionControlSubstitute(original, edited, options=node.options)]
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elif type(node) is Blend:
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flattened_subprompts = []
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#print(" flattening blend with prompts", node.prompts, "weights", node.weights)
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@ -306,6 +317,7 @@ def build_parser_syntax(attention_plus_base: float, attention_minus_base: float)
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lparen = pp.Literal("(").suppress()
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rparen = pp.Literal(")").suppress()
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quotes = pp.Literal('"').suppress()
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comma = pp.Literal(",").suppress()
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# accepts int or float notation, always maps to float
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number = pp.pyparsing_common.real | \
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@ -443,7 +455,18 @@ def build_parser_syntax(attention_plus_base: float, attention_minus_base: float)
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parenthesized_fragment.set_debug(debug_cross_attention_control),
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pp.Word(pp.printables, exclude_chars=string.whitespace + '.').set_parse_action(make_text_fragment) + pp.FollowedBy(".swap")
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])
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edited_fragment = parenthesized_fragment
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# support keyword=number arguments
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cross_attention_option_keyword = pp.Or([pp.Keyword("s_start"), pp.Keyword("s_end"), pp.Keyword("t_start"), pp.Keyword("t_end")])
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cross_attention_option = pp.Group(cross_attention_option_keyword + pp.Literal("=").suppress() + number)
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edited_fragment = pp.MatchFirst([
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lparen +
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(quoted_fragment |
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pp.Group(pp.Word(pp.printables, exclude_chars=string.whitespace + ',').set_parse_action(make_text_fragment))
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) +
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pp.Dict(pp.OneOrMore(comma + cross_attention_option)) +
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rparen,
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parenthesized_fragment
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])
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cross_attention_substitute << original_fragment + pp.Literal(".swap").suppress() + edited_fragment
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original_fragment.set_name('original_fragment').set_debug(debug_cross_attention_control)
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@ -451,9 +474,10 @@ def build_parser_syntax(attention_plus_base: float, attention_minus_base: float)
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cross_attention_substitute.set_name('cross_attention_substitute').set_debug(debug_cross_attention_control)
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def make_cross_attention_substitute(x):
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#print("making cacs for", x)
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cacs = CrossAttentionControlSubstitute(x[0], x[1])
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#print("made", cacs)
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print("making cacs for", x[0], "->", x[1], "with options", x.as_dict())
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#if len(x>2):
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cacs = CrossAttentionControlSubstitute(x[0], x[1], options=x.as_dict())
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print("made", cacs)
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return cacs
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cross_attention_substitute.set_parse_action(make_cross_attention_substitute)
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@ -247,7 +247,22 @@ class PromptParserTestCase(unittest.TestCase):
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Fragment(',', 1), Fragment('fire', 2.0)])])
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self.assertEqual(flames_to_trees_fire, parse_prompt('"0.5(fire 0.5(flames))".swap("0.7(trees) houses"), 2.0(fire)'))
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def test_cross_attention_control_options(self):
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self.assertEqual(Conjunction([
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FlattenedPrompt([Fragment('a', 1),
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CrossAttentionControlSubstitute([Fragment('cat', 1)], [Fragment('dog', 1)], options={'s_start':0.1}),
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Fragment('eating a hotdog', 1)])]),
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parse_prompt("a \"cat\".swap(dog, s_start=0.1) eating a hotdog"))
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self.assertEqual(Conjunction([
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FlattenedPrompt([Fragment('a', 1),
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CrossAttentionControlSubstitute([Fragment('cat', 1)], [Fragment('dog', 1)], options={'t_start':0.1}),
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Fragment('eating a hotdog', 1)])]),
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parse_prompt("a \"cat\".swap(dog, t_start=0.1) eating a hotdog"))
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self.assertEqual(Conjunction([
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FlattenedPrompt([Fragment('a', 1),
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CrossAttentionControlSubstitute([Fragment('cat', 1)], [Fragment('dog', 1)], options={'s_start': 20.0, 't_start':0.1}),
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Fragment('eating a hotdog', 1)])]),
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parse_prompt("a \"cat\".swap(dog, t_start=0.1, s_start=20) eating a hotdog"))
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def test_escaping(self):
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