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404d59b1b8
InvokeAI/tests/test_prompt_parser.py
Damian at mba 404d59b1b8 fix blend
2022-10-21 04:18:17 +02:00

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import unittest
import pyparsing
from ldm.invoke.prompt_parser import PromptParser, Blend, Conjunction, FlattenedPrompt, CrossAttentionControlSubstitute, \
Fragment
def parse_prompt(prompt_string):
pp = PromptParser()
#print(f"parsing '{prompt_string}'")
parse_result = pp.parse(prompt_string)
#print(f"-> parsed '{prompt_string}' to {parse_result}")
return parse_result
def make_basic_conjunction(strings: list[str]):
fragments = [Fragment(x) for x in strings]
return Conjunction([FlattenedPrompt(fragments)])
def make_weighted_conjunction(weighted_strings: list[tuple[str,float]]):
fragments = [Fragment(x, w) for x,w in weighted_strings]
return Conjunction([FlattenedPrompt(fragments)])
class PromptParserTestCase(unittest.TestCase):
def test_empty(self):
self.assertEqual(make_weighted_conjunction([('', 1)]), parse_prompt(''))
def test_basic(self):
self.assertEqual(make_weighted_conjunction([('fire flames', 1)]), parse_prompt("fire (flames)"))
self.assertEqual(make_weighted_conjunction([("fire flames", 1)]), parse_prompt("fire flames"))
self.assertEqual(make_weighted_conjunction([("fire, flames", 1)]), parse_prompt("fire, flames"))
self.assertEqual(make_weighted_conjunction([("fire, flames , fire", 1)]), parse_prompt("fire, flames , fire"))
def test_attention(self):
self.assertEqual(make_weighted_conjunction([('flames', 0.5)]), parse_prompt("0.5(flames)"))
self.assertEqual(make_weighted_conjunction([('fire flames', 0.5)]), parse_prompt("0.5(fire flames)"))
self.assertEqual(make_weighted_conjunction([('flames', 1.1)]), parse_prompt("+(flames)"))
self.assertEqual(make_weighted_conjunction([('flames', 0.9)]), parse_prompt("-(flames)"))
self.assertEqual(make_weighted_conjunction([('fire', 1), ('flames', 0.5)]), parse_prompt("fire 0.5(flames)"))
self.assertEqual(make_weighted_conjunction([('flames', pow(1.1, 2))]), parse_prompt("++(flames)"))
self.assertEqual(make_weighted_conjunction([('flames', pow(0.9, 2))]), parse_prompt("--(flames)"))
self.assertEqual(make_weighted_conjunction([('flowers', pow(0.9, 3)), ('flames', pow(1.1, 3))]), parse_prompt("---(flowers) +++flames"))
self.assertEqual(make_weighted_conjunction([('flowers', pow(0.9, 3)), ('flames', pow(1.1, 3))]), parse_prompt("---(flowers) +++flames"))
self.assertEqual(make_weighted_conjunction([('flowers', pow(0.9, 3)), ('flames+', pow(1.1, 3))]),
parse_prompt("---(flowers) +++flames+"))
self.assertEqual(make_weighted_conjunction([('pretty flowers', 1.1)]),
parse_prompt("+(pretty flowers)"))
self.assertEqual(make_weighted_conjunction([('pretty flowers', 1.1), (', the flames are too hot', 1)]),
parse_prompt("+(pretty flowers), the flames are too hot"))
def test_no_parens_attention_runon(self):
self.assertEqual(make_weighted_conjunction([('fire', pow(1.1, 2)), ('flames', 1.0)]), parse_prompt("++fire flames"))
self.assertEqual(make_weighted_conjunction([('fire', pow(0.9, 2)), ('flames', 1.0)]), parse_prompt("--fire flames"))
self.assertEqual(make_weighted_conjunction([('flowers', 1.0), ('fire', pow(1.1, 2)), ('flames', 1.0)]), parse_prompt("flowers ++fire flames"))
self.assertEqual(make_weighted_conjunction([('flowers', 1.0), ('fire', pow(0.9, 2)), ('flames', 1.0)]), parse_prompt("flowers --fire flames"))
def test_explicit_conjunction(self):
self.assertEqual(Conjunction([FlattenedPrompt([('fire', 1.0)]), FlattenedPrompt([('flames', 1.0)])]), parse_prompt('("fire", "flames").and(1,1)'))
self.assertEqual(Conjunction([FlattenedPrompt([('fire', 1.0)]), FlattenedPrompt([('flames', 1.0)])]), parse_prompt('("fire", "flames").and()'))
self.assertEqual(
Conjunction([FlattenedPrompt([('fire flames', 1.0)]), FlattenedPrompt([('mountain man', 1.0)])]), parse_prompt('("fire flames", "mountain man").and()'))
self.assertEqual(Conjunction([FlattenedPrompt([('fire', 2.0)]), FlattenedPrompt([('flames', 0.9)])]), parse_prompt('("2.0(fire)", "-flames").and()'))
self.assertEqual(Conjunction([FlattenedPrompt([('fire', 1.0)]), FlattenedPrompt([('flames', 1.0)]),
FlattenedPrompt([('mountain man', 1.0)])]), parse_prompt('("fire", "flames", "mountain man").and()'))
def test_conjunction_weights(self):
self.assertEqual(Conjunction([FlattenedPrompt([('fire', 1.0)]), FlattenedPrompt([('flames', 1.0)])], weights=[2.0,1.0]), parse_prompt('("fire", "flames").and(2,1)'))
self.assertEqual(Conjunction([FlattenedPrompt([('fire', 1.0)]), FlattenedPrompt([('flames', 1.0)])], weights=[1.0,2.0]), parse_prompt('("fire", "flames").and(1,2)'))
with self.assertRaises(PromptParser.ParsingException):
parse_prompt('("fire", "flames").and(2)')
parse_prompt('("fire", "flames").and(2,1,2)')
def test_complex_conjunction(self):
self.assertEqual(Conjunction([FlattenedPrompt([("mountain man", 1.0)]), FlattenedPrompt([("a person with a hat", 1.0), ("riding a bicycle", pow(1.1,2))])], weights=[0.5, 0.5]),
parse_prompt("(\"mountain man\", \"a person with a hat ++(riding a bicycle)\").and(0.5, 0.5)"))
self.assertEqual(Conjunction([FlattenedPrompt([("mountain man", 1.0)]),
FlattenedPrompt([("a person with a hat", 1.0),
("riding a", 1.1*1.1),
CrossAttentionControlSubstitute(
[Fragment("bicycle", pow(1.1,2))],
[Fragment("skateboard", pow(1.1,2))])
])
], weights=[0.5, 0.5]),
parse_prompt("(\"mountain man\", \"a person with a hat ++(riding a bicycle.swap(skateboard))\").and(0.5, 0.5)"))
def test_badly_formed(self):
def make_untouched_prompt(prompt):
return Conjunction([FlattenedPrompt([(prompt, 1.0)])])
def assert_if_prompt_string_not_untouched(prompt):
self.assertEqual(make_untouched_prompt(prompt), parse_prompt(prompt))
assert_if_prompt_string_not_untouched('a test prompt')
assert_if_prompt_string_not_untouched('a badly formed test+ prompt')
with self.assertRaises(pyparsing.ParseException):
parse_prompt('a badly (formed test prompt')
#with self.assertRaises(pyparsing.ParseException):
with self.assertRaises(pyparsing.ParseException):
parse_prompt('a badly (formed test+ prompt')
with self.assertRaises(pyparsing.ParseException):
parse_prompt('a badly (formed test+ )prompt')
with self.assertRaises(pyparsing.ParseException):
parse_prompt('a badly (formed test+ )prompt')
with self.assertRaises(pyparsing.ParseException):
parse_prompt('(((a badly (formed test+ )prompt')
with self.assertRaises(pyparsing.ParseException):
parse_prompt('(a (ba)dly (f)ormed test+ prompt')
with self.assertRaises(pyparsing.ParseException):
parse_prompt('(a (ba)dly (f)ormed test+ +prompt')
with self.assertRaises(pyparsing.ParseException):
parse_prompt('("((a badly (formed test+ ").blend(1.0)')
def test_blend(self):
self.assertEqual(Conjunction(
[Blend([FlattenedPrompt([('fire', 1.0)]), FlattenedPrompt([('fire flames', 1.0)])], [0.7, 0.3])]),
parse_prompt("(\"fire\", \"fire flames\").blend(0.7, 0.3)")
)
self.assertEqual(Conjunction([Blend(
[FlattenedPrompt([('fire', 1.0)]), FlattenedPrompt([('fire flames', 1.0)]), FlattenedPrompt([('hi', 1.0)])],
[0.7, 0.3, 1.0])]),
parse_prompt("(\"fire\", \"fire flames\", \"hi\").blend(0.7, 0.3, 1.0)")
)
self.assertEqual(Conjunction([Blend([FlattenedPrompt([('fire', 1.0)]),
FlattenedPrompt([('fire flames', 1.0), ('hot', pow(1.1, 2))]),
FlattenedPrompt([('hi', 1.0)])],
weights=[0.7, 0.3, 1.0])]),
parse_prompt("(\"fire\", \"fire flames ++(hot)\", \"hi\").blend(0.7, 0.3, 1.0)")
)
# blend a single entry is not a failure
self.assertEqual(Conjunction([Blend([FlattenedPrompt([('fire', 1.0)])], [0.7])]),
parse_prompt("(\"fire\").blend(0.7)")
)
# blend with empty
self.assertEqual(
Conjunction([Blend([FlattenedPrompt([('fire', 1.0)]), FlattenedPrompt([('', 1.0)])], [0.7, 1.0])]),
parse_prompt("(\"fire\", \"\").blend(0.7, 1)")
)
self.assertEqual(
Conjunction([Blend([FlattenedPrompt([('fire', 1.0)]), FlattenedPrompt([('', 1.0)])], [0.7, 1.0])]),
parse_prompt("(\"fire\", \" \").blend(0.7, 1)")
)
self.assertEqual(
Conjunction([Blend([FlattenedPrompt([('fire', 1.0)]), FlattenedPrompt([('', 1.0)])], [0.7, 1.0])]),
parse_prompt("(\"fire\", \" \").blend(0.7, 1)")
)
self.assertEqual(
Conjunction([Blend([FlattenedPrompt([('fire', 1.0)]), FlattenedPrompt([(',', 1.0)])], [0.7, 1.0])]),
parse_prompt("(\"fire\", \" , \").blend(0.7, 1)")
)
self.assertEqual(
Conjunction([Blend([FlattenedPrompt([('mountain, man, hairy', 1)]),
FlattenedPrompt([('face, teeth,', 1), ('eyes', 0.9*0.9)])], weights=[1.0,-1.0])]),
parse_prompt('("mountain, man, hairy", "face, teeth, --eyes").blend(1,-1)')
)
def test_nested(self):
self.assertEqual(make_weighted_conjunction([('fire', 1.0), ('flames', 2.0), ('trees', 3.0)]),
parse_prompt('fire 2.0(flames 1.5(trees))'))
self.assertEqual(Conjunction([Blend(prompts=[FlattenedPrompt([('fire', 1.0), ('flames', 1.2100000000000002)]),
FlattenedPrompt([('mountain', 1.0), ('man', 2.0)])],
weights=[1.0, 1.0])]),
parse_prompt('("fire ++(flames)", "mountain 2(man)").blend(1,1)'))
def test_cross_attention_control(self):
self.assertEqual(Conjunction([
FlattenedPrompt([Fragment('a', 1),
CrossAttentionControlSubstitute([Fragment('cat', 1)], [Fragment('dog', 1)]),
Fragment('eating a hotdog', 1)])]), parse_prompt("a \"cat\".swap(dog) eating a hotdog"))
self.assertEqual(Conjunction([
FlattenedPrompt([Fragment('a', 1),
CrossAttentionControlSubstitute([Fragment('cat', 1)], [Fragment('dog', 1)]),
Fragment('eating a hotdog', 1)])]), parse_prompt("a cat.swap(dog) eating a hotdog"))
fire_flames_to_trees = Conjunction([FlattenedPrompt([('fire', 1.0), \
CrossAttentionControlSubstitute([Fragment('flames', 1)], [Fragment('trees', 1)])])])
self.assertEqual(fire_flames_to_trees, parse_prompt('fire "flames".swap(trees)'))
self.assertEqual(fire_flames_to_trees, parse_prompt('fire (flames).swap(trees)'))
self.assertEqual(fire_flames_to_trees, parse_prompt('fire ("flames").swap(trees)'))
self.assertEqual(fire_flames_to_trees, parse_prompt('fire "flames".swap("trees")'))
self.assertEqual(fire_flames_to_trees, parse_prompt('fire (flames).swap("trees")'))
self.assertEqual(fire_flames_to_trees, parse_prompt('fire ("flames").swap("trees")'))
fire_flames_to_trees_and_houses = Conjunction([FlattenedPrompt([('fire', 1.0), \
CrossAttentionControlSubstitute([Fragment('flames', 1)], [Fragment('trees and houses', 1)])])])
self.assertEqual(fire_flames_to_trees_and_houses, parse_prompt('fire ("flames").swap("trees and houses")'))
self.assertEqual(fire_flames_to_trees_and_houses, parse_prompt('fire (flames).swap("trees and houses")'))
self.assertEqual(fire_flames_to_trees_and_houses, parse_prompt('fire "flames".swap("trees and houses")'))
trees_and_houses_to_flames = Conjunction([FlattenedPrompt([('fire', 1.0), \
CrossAttentionControlSubstitute([Fragment('trees and houses', 1)], [Fragment('flames',1)])])])
self.assertEqual(trees_and_houses_to_flames, parse_prompt('fire ("trees and houses").swap("flames")'))
self.assertEqual(trees_and_houses_to_flames, parse_prompt('fire (trees and houses).swap("flames")'))
self.assertEqual(trees_and_houses_to_flames, parse_prompt('fire "trees and houses".swap("flames")'))
self.assertEqual(trees_and_houses_to_flames, parse_prompt('fire ("trees and houses").swap(flames)'))
self.assertEqual(trees_and_houses_to_flames, parse_prompt('fire (trees and houses).swap(flames)'))
self.assertEqual(trees_and_houses_to_flames, parse_prompt('fire "trees and houses".swap(flames)'))
flames_to_trees_fire = Conjunction([FlattenedPrompt([
CrossAttentionControlSubstitute([Fragment('flames',1)], [Fragment('trees',1)]),
(', fire', 1.0)])])
self.assertEqual(flames_to_trees_fire, parse_prompt('"flames".swap("trees"), fire'))
self.assertEqual(flames_to_trees_fire, parse_prompt('(flames).swap("trees"), fire'))
self.assertEqual(flames_to_trees_fire, parse_prompt('("flames").swap("trees"), fire'))
self.assertEqual(flames_to_trees_fire, parse_prompt('"flames".swap(trees), fire'))
self.assertEqual(flames_to_trees_fire, parse_prompt('(flames).swap(trees), fire '))
self.assertEqual(flames_to_trees_fire, parse_prompt('("flames").swap(trees), fire '))
self.assertEqual(Conjunction([FlattenedPrompt([Fragment('a forest landscape', 1),
CrossAttentionControlSubstitute([Fragment('',1)], [Fragment('in winter',1)])])]),
parse_prompt('a forest landscape "".swap("in winter")'))
self.assertEqual(Conjunction([FlattenedPrompt([Fragment('a forest landscape', 1),
CrossAttentionControlSubstitute([Fragment('',1)], [Fragment('in winter',1)])])]),
parse_prompt('a forest landscape " ".swap("in winter")'))
self.assertEqual(Conjunction([FlattenedPrompt([Fragment('a forest landscape', 1),
CrossAttentionControlSubstitute([Fragment('in winter',1)], [Fragment('',1)])])]),
parse_prompt('a forest landscape "in winter".swap("")'))
self.assertEqual(Conjunction([FlattenedPrompt([Fragment('a forest landscape', 1),
CrossAttentionControlSubstitute([Fragment('in winter',1)], [Fragment('',1)])])]),
parse_prompt('a forest landscape "in winter".swap()'))
self.assertEqual(Conjunction([FlattenedPrompt([Fragment('a forest landscape', 1),
CrossAttentionControlSubstitute([Fragment('in winter',1)], [Fragment('',1)])])]),
parse_prompt('a forest landscape "in winter".swap(" ")'))
def test_cross_attention_control_with_attention(self):
flames_to_trees_fire = Conjunction([FlattenedPrompt([
CrossAttentionControlSubstitute([Fragment('flames',0.5)], [Fragment('trees',0.7)]),
Fragment(',', 1), Fragment('fire', 2.0)])])
self.assertEqual(flames_to_trees_fire, parse_prompt('"0.5(flames)".swap("0.7(trees)"), 2.0(fire)'))
flames_to_trees_fire = Conjunction([FlattenedPrompt([
CrossAttentionControlSubstitute([Fragment('fire',0.5), Fragment('flames',0.25)], [Fragment('trees',0.7)]),
Fragment(',', 1), Fragment('fire', 2.0)])])
self.assertEqual(flames_to_trees_fire, parse_prompt('"0.5(fire 0.5(flames))".swap("0.7(trees)"), 2.0(fire)'))
flames_to_trees_fire = Conjunction([FlattenedPrompt([
CrossAttentionControlSubstitute([Fragment('fire',0.5), Fragment('flames',0.25)], [Fragment('trees',0.7), Fragment('houses', 1)]),
Fragment(',', 1), Fragment('fire', 2.0)])])
self.assertEqual(flames_to_trees_fire, parse_prompt('"0.5(fire 0.5(flames))".swap("0.7(trees) houses"), 2.0(fire)'))
def test_escaping(self):
# make sure ", ( and ) can be escaped
self.assertEqual(make_basic_conjunction(['mountain (man)']),parse_prompt('mountain \(man\)'))
self.assertEqual(make_basic_conjunction(['mountain (man )']),parse_prompt('mountain (\(man)\)'))
self.assertEqual(make_basic_conjunction(['mountain (man)']),parse_prompt('mountain (\(man\))'))
self.assertEqual(make_weighted_conjunction([('mountain', 1), ('(man)', 1.1)]), parse_prompt('mountain +(\(man\))'))
self.assertEqual(make_weighted_conjunction([('mountain', 1), ('(man)', 1.1)]), parse_prompt('"mountain" +(\(man\))'))
self.assertEqual(make_weighted_conjunction([('"mountain"', 1), ('(man)', 1.1)]), parse_prompt('\\"mountain\\" +(\(man\))'))
# same weights for each are combined into one
self.assertEqual(make_weighted_conjunction([('"mountain" (man)', 1.1)]), parse_prompt('+(\\"mountain\\") +(\(man\))'))
self.assertEqual(make_weighted_conjunction([('"mountain"', 1.1), ('(man)', 0.9)]), parse_prompt('+(\\"mountain\\") -(\(man\))'))
self.assertEqual(make_weighted_conjunction([('mountain', 1), ('\(man\)', 1.1)]),parse_prompt('mountain 1.1(\(man\))'))
self.assertEqual(make_weighted_conjunction([('mountain', 1), ('\(man\)', 1.1)]),parse_prompt('"mountain" 1.1(\(man\))'))
self.assertEqual(make_weighted_conjunction([('"mountain"', 1), ('\(man\)', 1.1)]),parse_prompt('\\"mountain\\" 1.1(\(man\))'))
# same weights for each are combined into one
self.assertEqual(make_weighted_conjunction([('\\"mountain\\" \(man\)', 1.1)]),parse_prompt('+(\\"mountain\\") 1.1(\(man\))'))
self.assertEqual(make_weighted_conjunction([('\\"mountain\\"', 1.1), ('\(man\)', 0.9)]),parse_prompt('1.1(\\"mountain\\") 0.9(\(man\))'))
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('mountain', 1.1), ('\(man\)', 1.1*1.1)]),parse_prompt('hairy +(mountain +(\(man\)))'))
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('\(man\)', 1.1*1.1), ('mountain', 1.1)]),parse_prompt('hairy +(1.1(\(man\)) "mountain")'))
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('mountain', 1.1), ('\(man\)', 1.1*1.1)]),parse_prompt('hairy +("mountain" 1.1(\(man\)) )'))
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('mountain, man', 1.1)]),parse_prompt('hairy +("mountain, man")'))
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('mountain, man with a', 1.1), ('beard', 1.1*1.1)]), parse_prompt('hairy +("mountain, man" with a +beard)'))
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('mountain, man with a', 1.1), ('beard', 1.1*2.0)]), parse_prompt('hairy +("mountain, man" with a 2.0(beard))'))
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('mountain, \"man\" with a', 1.1), ('beard', 1.1*2.0)]), parse_prompt('hairy +("mountain, \\"man\\"" with a 2.0(beard))'))
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('mountain, m\"an\" with a', 1.1), ('beard', 1.1*2.0)]), parse_prompt('hairy +("mountain, m\\"an\\"" with a 2.0(beard))'))
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('mountain, \"man (with a', 1.1), ('beard', 1.1*2.0)]), parse_prompt('hairy +("mountain, \\\"man\" \(with a 2.0(beard))'))
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('mountain, \"man w(ith a', 1.1), ('beard', 1.1*2.0)]), parse_prompt('hairy +("mountain, \\\"man\" w\(ith a 2.0(beard))'))
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('mountain, \"man with( a', 1.1), ('beard', 1.1*2.0)]), parse_prompt('hairy +("mountain, \\\"man\" with\( a 2.0(beard))'))
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('mountain, \"man )with a', 1.1), ('beard', 1.1*2.0)]), parse_prompt('hairy +("mountain, \\\"man\" \)with a 2.0(beard))'))
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('mountain, \"man w)ith a', 1.1), ('beard', 1.1*2.0)]), parse_prompt('hairy +("mountain, \\\"man\" w\)ith a 2.0(beard))'))
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('mountain, \"man with) a', 1.1), ('beard', 1.1*2.0)]), parse_prompt('hairy +("mountain, \\\"man\" with\) a 2.0(beard))'))
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('mou)ntain, \"man (wit(h a', 1.1), ('beard', 1.1*2.0)]), parse_prompt('hairy +("mou\)ntain, \\\"man\" \(wit\(h a 2.0(beard))'))
self.assertEqual(make_weighted_conjunction([('hai(ry', 1), ('mountain, \"man w)ith a', 1.1), ('beard', 1.1*2.0)]), parse_prompt('hai\(ry +("mountain, \\\"man\" w\)ith a 2.0(beard))'))
self.assertEqual(make_weighted_conjunction([('hairy((', 1), ('mountain, \"man with a', 1.1), ('beard', 1.1*2.0)]), parse_prompt('hairy\(\( +("mountain, \\\"man\" with a 2.0(beard))'))
self.assertEqual(make_weighted_conjunction([('mountain, \"man (with a', 1.1), ('beard', 1.1*2.0), ('hairy', 1)]), parse_prompt('+("mountain, \\\"man\" \(with a 2.0(beard)) hairy'))
self.assertEqual(make_weighted_conjunction([('mountain, \"man w(ith a', 1.1), ('beard', 1.1*2.0), ('hairy', 1)]), parse_prompt('+("mountain, \\\"man\" w\(ith a 2.0(beard))hairy'))
self.assertEqual(make_weighted_conjunction([('mountain, \"man with( a', 1.1), ('beard', 1.1*2.0), ('hairy', 1)]), parse_prompt('+("mountain, \\\"man\" with\( a 2.0(beard)) hairy'))
self.assertEqual(make_weighted_conjunction([('mountain, \"man )with a', 1.1), ('beard', 1.1*2.0), ('hairy', 1)]), parse_prompt('+("mountain, \\\"man\" \)with a 2.0(beard)) hairy'))
self.assertEqual(make_weighted_conjunction([('mountain, \"man w)ith a', 1.1), ('beard', 1.1*2.0), ('hairy', 1)]), parse_prompt('+("mountain, \\\"man\" w\)ith a 2.0(beard)) hairy'))
self.assertEqual(make_weighted_conjunction([('mountain, \"man with) a', 1.1), ('beard', 1.1*2.0), ('hairy', 1)]), parse_prompt(' +("mountain, \\\"man\" with\) a 2.0(beard)) hairy'))
self.assertEqual(make_weighted_conjunction([('mou)ntain, \"man (wit(h a', 1.1), ('beard', 1.1*2.0), ('hairy', 1)]), parse_prompt('+("mou\)ntain, \\\"man\" \(wit\(h a 2.0(beard)) hairy'))
self.assertEqual(make_weighted_conjunction([('mountain, \"man w)ith a', 1.1), ('beard', 1.1*2.0), ('hai(ry', 1)]), parse_prompt('+("mountain, \\\"man\" w\)ith a 2.0(beard)) hai\(ry '))
self.assertEqual(make_weighted_conjunction([('mountain, \"man with a', 1.1), ('beard', 1.1*2.0), ('hairy((', 1)]), parse_prompt('+("mountain, \\\"man\" with a 2.0(beard)) hairy\(\( '))
def test_cross_attention_escaping(self):
self.assertEqual(Conjunction([FlattenedPrompt([('mountain', 1), CrossAttentionControlSubstitute([Fragment('man', 1)], [Fragment('monkey', 1)])])]),
parse_prompt('mountain (man).swap(monkey)'))
self.assertEqual(Conjunction([FlattenedPrompt([('mountain', 1), CrossAttentionControlSubstitute([Fragment('man', 1)], [Fragment('m(onkey', 1)])])]),
parse_prompt('mountain (man).swap(m\(onkey)'))
self.assertEqual(Conjunction([FlattenedPrompt([('mountain', 1), CrossAttentionControlSubstitute([Fragment('m(an', 1)], [Fragment('m(onkey', 1)])])]),
parse_prompt('mountain (m\(an).swap(m\(onkey)'))
self.assertEqual(Conjunction([FlattenedPrompt([('mountain', 1), CrossAttentionControlSubstitute([Fragment('(((', 1)], [Fragment('m(on))key', 1)])])]),
parse_prompt('mountain (\(\(\().swap(m\(on\)\)key)'))
self.assertEqual(Conjunction([FlattenedPrompt([('mountain', 1), CrossAttentionControlSubstitute([Fragment('man', 1)], [Fragment('monkey', 1)])])]),
parse_prompt('mountain ("man").swap(monkey)'))
self.assertEqual(Conjunction([FlattenedPrompt([('mountain', 1), CrossAttentionControlSubstitute([Fragment('man', 1)], [Fragment('monkey', 1)])])]),
parse_prompt('mountain ("man").swap("monkey")'))
self.assertEqual(Conjunction([FlattenedPrompt([('mountain', 1), CrossAttentionControlSubstitute([Fragment('"man', 1)], [Fragment('monkey', 1)])])]),
parse_prompt('mountain (\\"man).swap("monkey")'))
self.assertEqual(Conjunction([FlattenedPrompt([('mountain', 1), CrossAttentionControlSubstitute([Fragment('man', 1)], [Fragment('m(onkey', 1)])])]),
parse_prompt('mountain (man).swap(m\(onkey)'))
self.assertEqual(Conjunction([FlattenedPrompt([('mountain', 1), CrossAttentionControlSubstitute([Fragment('m(an', 1)], [Fragment('m(onkey', 1)])])]),
parse_prompt('mountain (m\(an).swap(m\(onkey)'))
self.assertEqual(Conjunction([FlattenedPrompt([('mountain', 1), CrossAttentionControlSubstitute([Fragment('(((', 1)], [Fragment('m(on))key', 1)])])]),
parse_prompt('mountain (\(\(\().swap(m\(on\)\)key)'))
def test_single(self):
self.assertEqual(make_weighted_conjunction([('hairy', 1), ('mou)ntain, \"man (wit(h a', 1.1), ('beard', 1.1*2.0)]), parse_prompt('hairy +("mou\)ntain, \\\"man\" \(wit\(h a 2.0(beard))'))
if __name__ == '__main__':
unittest.main()
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