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https://github.com/invoke-ai/InvokeAI
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fix attention weight inside .swap()
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@ -129,7 +129,7 @@ class CrossAttentionControlSubstitute(CrossAttentionControlledFragment):
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default_options = {
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's_start': 0.0,
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's_end': 0.206, # ~= shape_freedom=0.5
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's_end': 0.2062994740159002, # ~= shape_freedom=0.5
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't_start': 0.0,
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't_end': 1.0
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}
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@ -145,7 +145,7 @@ class CrossAttentionControlSubstitute(CrossAttentionControlledFragment):
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# so for shape_freedom = 0.5 we probably want s_end to be 0.2
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# -> cube root and subtract from 1.0
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merged_options['s_end'] = 1.0 - shape_freedom ** (1. / 3.)
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print('converted shape_freedom argument to', merged_options)
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#print('converted shape_freedom argument to', merged_options)
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merged_options.update(options)
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self.options = merged_options
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@ -514,10 +514,11 @@ def build_parser_syntax(attention_plus_base: float, attention_minus_base: float)
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# cross attention control
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debug_cross_attention_control = False
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original_fragment = pp.Or([empty_string.set_debug(debug_cross_attention_control),
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original_fragment = pp.MatchFirst([
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quoted_fragment.set_debug(debug_cross_attention_control),
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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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pp.Word(pp.printables, exclude_chars=string.whitespace + '.').set_parse_action(make_text_fragment) + pp.FollowedBy(".swap"),
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empty_string.set_debug(debug_cross_attention_control),
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])
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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"), pp.Keyword("shape_freedom")])
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@ -525,8 +526,8 @@ def build_parser_syntax(attention_plus_base: float, attention_minus_base: float)
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edited_fragment = pp.MatchFirst([
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(lparen + rparen).set_parse_action(lambda x: Fragment('')),
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lparen +
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(quoted_fragment |
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pp.Group(pp.ZeroOrMore(pp.Word(pp.printables, exclude_chars=string.whitespace + ',').set_parse_action(make_text_fragment)))
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(quoted_fragment | attention |
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pp.Group(pp.ZeroOrMore(build_escaped_word_parser_charbychar(',)').set_parse_action(make_text_fragment)))
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) +
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pp.Dict(pp.ZeroOrMore(comma + cross_attention_option)) +
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rparen,
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@ -250,6 +250,33 @@ 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('"(fire (flames)0.5)0.5".swap("(trees)0.7 houses"), (fire)2.0'))
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self.assertEqual(Conjunction([FlattenedPrompt([Fragment('a', 1),
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CrossAttentionControlSubstitute([Fragment('cat',1)], [Fragment('dog',1)]),
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Fragment('eating a', 1),
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CrossAttentionControlSubstitute([Fragment('hotdog',1)], [Fragment('hotdog', pow(1.1,4))])
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])]),
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parse_prompt("a cat.swap(dog) eating a hotdog.swap(hotdog++++, shape_freedom=0.5)"))
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self.assertEqual(Conjunction([FlattenedPrompt([Fragment('a', 1),
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CrossAttentionControlSubstitute([Fragment('cat',1)], [Fragment('dog',1)]),
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Fragment('eating a', 1),
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CrossAttentionControlSubstitute([Fragment('hotdog',1)], [Fragment('hotdog', pow(1.1,4))])
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])]),
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parse_prompt("a cat.swap(dog) eating a hotdog.swap(\"hotdog++++\", shape_freedom=0.5)"))
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self.assertEqual(Conjunction([FlattenedPrompt([Fragment('a', 1),
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CrossAttentionControlSubstitute([Fragment('cat',1)], [Fragment('dog',1)]),
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Fragment('eating a', 1),
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CrossAttentionControlSubstitute([Fragment('hotdog',1)], [Fragment('h(o)tdog', pow(1.1,4))])
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])]),
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parse_prompt("a cat.swap(dog) eating a hotdog.swap(h\(o\)tdog++++, shape_freedom=0.5)"))
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self.assertEqual(Conjunction([FlattenedPrompt([Fragment('a', 1),
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CrossAttentionControlSubstitute([Fragment('cat',1)], [Fragment('dog',1)]),
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Fragment('eating a', 1),
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CrossAttentionControlSubstitute([Fragment('hotdog',1)], [Fragment('h(o)tdog', pow(1.1,4))])
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])]),
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parse_prompt("a cat.swap(dog) eating a hotdog.swap(\"h\(o\)tdog++++\", shape_freedom=0.5)"))
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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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