InvokeAI/tests/test_prompt_parser.py
Damian at mba c3b992db96 Squashed commit of the following:
commit 9bb0b5d0036c4dffbb72ce11e097fae4ab63defd
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Sat Oct 15 23:43:41 2022 +0200

    undo local_files_only stuff

commit eed93f5d30c34cfccaf7497618ae9af17a5ecfbb
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Sat Oct 15 23:40:37 2022 +0200

    Revert "Merge branch 'development-invoke' into fix-prompts"

    This reverts commit 7c40892a9f184f7e216f14d14feb0411c5a90e24, reversing
    changes made to e3f2dd62b0548ca6988818ef058093a4f5b022f2.

commit f06d6024e345c69e6d5a91ab5423925a68ee95a7
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Thu Oct 13 23:30:16 2022 +0200

    more efficiently handle multiple conditioning

commit 5efdfcbcd980ce6202ab74e7f90e7415ce7260da
Merge: b9c0dc5 ac08bb6
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Thu Oct 13 14:51:01 2022 +0200

    Merge branch 'optional-disable-karras-schedule' into fix-prompts

commit ac08bb6fd25e19a9d35cf6c199e66500fb604af1
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Thu Oct 13 14:50:43 2022 +0200

    append '*use_model_sigmas*' to prompt string to use model sigmas

commit 70d8c05a3ff329409f76204f4af94e55d468ab8b
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Thu Oct 13 12:12:17 2022 +0200

    make karras scheduling switchable

    commit d60df54f69968e2fb22809c55e23b3c02f37ad63 replaced the model's
    own scheduling with karras scheduling. this has changed image generation
    (seems worse now?)

    this commit wraps the change in a bool.

commit b9c0dc5f1a658a0e6c3936000e9ae559e1c7a1db
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 20:16:00 2022 +0200

    add test of more complex conjunction

commit 9ac0c15cc0d7b5f6df3289d3ad474260972a17be
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 17:18:25 2022 +0200

    improve comments

commit ad33bce60590b87b2a93e90f16dc9d3e935d04a5
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 17:04:46 2022 +0200

    put back thresholding stuff

commit 4852c698a325049834ba0d4b358f07210bc7171a
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 14:25:02 2022 +0200

    notes on improving conjunction efficiency

commit a53bb1e5b68025d09642b935ae6a9a015cfaf2d6
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 14:14:33 2022 +0200

    optional weights support for Conjunction

commit fec79ab15e4f0c84dd61cb1b45a5e6a72ae4aaeb
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 12:07:27 2022 +0200

    fix blend error and log parsing output

commit 1f751c2a039f9c97af57b18e0f019512631d5a25
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 10:33:33 2022 +0200

    fix broken euler sampler

commit 02f8148d17efe4b6bde8d29b827092a0626363ee
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 10:24:20 2022 +0200

    cleanup prompt parser

commit 8028d49ae6c16c0d6ec9c9de9c12d56c32201421
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Wed Oct 12 10:14:18 2022 +0200

    explicit conjunction, improve flattening logic

commit 8a1710892185f07eb77483f7edae0fc4d6bbb250
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 22:59:30 2022 +0200

    adapt multi-conditioning to also work with ddim

commit 53802a839850d0d1ff017c6bafe457c4bed750b0
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 22:31:42 2022 +0200

    unconditioning is also fancy-prompt-syntaxable

commit 7c40892a9f184f7e216f14d14feb0411c5a90e24
Merge: e3f2dd6 dbe0da4
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 21:39:54 2022 +0200

    Merge branch 'development-invoke' into fix-prompts

commit e3f2dd62b0548ca6988818ef058093a4f5b022f2
Merge: eef0e48 06f542e
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 21:38:09 2022 +0200

    Merge remote-tracking branch 'upstream/development' into fix-prompts

commit eef0e484c2eaa1bd4e0e0b1d3f8d7bba38478144
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 21:26:25 2022 +0200

    fix run-on paren-less attention, add some comments

commit fd29afdf0e9f5e0cdc60239e22480c36ca0aaeca
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 21:03:02 2022 +0200

    python 3.9 compatibility

commit 26f7646eef7f39bc8f7ce805e747df0f723464da
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 20:58:42 2022 +0200

    first pass connecting PromptParser to conditioning

commit ae53dff3796d7b9a5e7ed30fa1edb0374af6cd8d
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 20:51:15 2022 +0200

    update frontend dist

commit 9be4a59a2d76f49e635474b5984bfca826a5dab4
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 19:01:39 2022 +0200

    fix issues with correctness checking FlattenedPrompt

commit 3be212323eab68e72a363a654124edd9809e4cf0
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 18:43:16 2022 +0200

    parsing nested seems to work pretty ok

commit acd73eb08cf67c27cac8a22934754321256f56a9
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 18:26:17 2022 +0200

    wip introducing FlattenedPrompt class

commit 71698d5c7c2ac855b690d8ef67e8830148c59eda
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 15:59:42 2022 +0200

    recursive attention weighting seems to actually work

commit a4e1ec6b20deb7cc0cd12737bdbd266e56144709
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 15:06:24 2022 +0200

    now apparently almost supported nested attention

commit da76fd1ddf22a3888cdc08fd4fed38d8b178e524
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 11 13:23:37 2022 +0200

    wip prompt parsing

commit dbe0da4572c2ac22f26a7afd722349a5680a9e47
Author: Kyle Schouviller <kyle0654@hotmail.com>
Date:   Mon Oct 10 22:32:35 2022 -0700

    Adding node-based invocation apps

commit 8f2a2ffc083366de74d7dae471b50b6f98a7c5f8
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Mon Oct 10 19:03:18 2022 +0200

    fix merge issues

commit 73118dee2a8f4891700756e014caf1c9ca629267
Merge: fd00844 12413b0
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Mon Oct 10 12:42:48 2022 +0200

    Merge remote-tracking branch 'upstream/development' into fix-prompts

commit fd0084413541013c2cf71e006af0392719bef53d
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Mon Oct 10 12:39:38 2022 +0200

    wip prompt parsing

commit 0be9363db9307859d2b65cffc6af01f57d7873a4
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Mon Oct 10 03:20:06 2022 +0200

    better +/- attention parsing

commit 5383f691874a58ab01cda1e4fac6cf330146526a
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Mon Oct 10 02:27:47 2022 +0200

    prompt parser seems to work

commit 591d098a33ce35462428d8c169501d8ed73615ab
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Sun Oct 9 20:25:37 2022 +0200

    supports weighting unconditioning, cross-attention with |

commit 7a7220563aa05a2980235b5b908362f66b728309
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Sun Oct 9 18:15:56 2022 +0200

    i think cross attention might be working?

commit 951ed391e7126bff228c18b2db304ad28d59644a
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Sun Oct 9 16:04:54 2022 +0200

    weighted CFG denoiser working with a single item

commit ee532a0c2827368c9e45a6a5f3975666402873da
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Sun Oct 9 06:33:40 2022 +0200

    wip probably doesn't work or compile

commit 14654bcbd207b9ca28a6cbd37dbd967d699b062d
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Fri Oct 7 18:11:48 2022 +0200

    use tan() to calculate embedding weight for <1 attentions

commit 1a8e76b31aa5abf5150419ebf3b29d4658d07f2b
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Fri Oct 7 16:14:54 2022 +0200

    fix bad math.max reference

commit f697ff896875876ccaa1e5527405bdaa7ed27cde
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Fri Oct 7 15:55:57 2022 +0200

    respect http[s]x protocol when making socket.io middleware

commit 41d3dd4eeae8d4efb05dfb44fc6d8aac5dc468ab
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Fri Oct 7 13:29:54 2022 +0200

    fractional weighting works, by blending with prompts excluding the word

commit 087fb6dfb3e8f5e84de8c911f75faa3e3fa3553c
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Fri Oct 7 10:52:03 2022 +0200

    wip doing weights <1 by averaging with conditioning absent the lower-weighted fragment

commit 3c49e3f3ec7c18dc60f3e18ed2f7f0d97aad3a47
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Fri Oct 7 10:36:15 2022 +0200

    notate CFGDenoiser, perhaps

commit d2bcf1bb522026ebf209ad0103f6b370383e5070
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Thu Oct 6 05:04:47 2022 +0200

    hack blending syntax to test attention weighting more extensively

commit 94904ef2cf917f74ec23ef7a570e12ff8255b048
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Thu Oct 6 04:56:37 2022 +0200

    conditioning works, apparently

commit 7c6663ddd70f665fd1308b6dd74f92ca393a8df5
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Thu Oct 6 02:20:24 2022 +0200

    attention weighting, definitely works in positive direction

commit 5856d453a9b020bc1a28ff643ae1f58c12c9be73
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 4 19:02:14 2022 +0200

    wip bubbling weights down

commit a2ed14fd9b7d3cb36b6c5348018b364c76d1e892
Author: Damian at mba <damian@frey.NOSPAMco.nz>
Date:   Tue Oct 4 17:35:39 2022 +0200

    bring in changes from PC
2022-10-19 21:12:07 +02:00

137 lines
9.0 KiB
Python

import unittest
from ldm.invoke.prompt_parser import PromptParser, Blend, Conjunction, FlattenedPrompt
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
class PromptParserTestCase(unittest.TestCase):
def test_empty(self):
self.assertEqual(Conjunction([FlattenedPrompt([('', 1)])]), parse_prompt(''))
def test_basic(self):
self.assertEqual(Conjunction([FlattenedPrompt([('fire (flames)', 1)])]), parse_prompt("fire (flames)"))
self.assertEqual(Conjunction([FlattenedPrompt([("fire flames", 1)])]), parse_prompt("fire flames"))
self.assertEqual(Conjunction([FlattenedPrompt([("fire, flames", 1)])]), parse_prompt("fire, flames"))
self.assertEqual(Conjunction([FlattenedPrompt([("fire, flames , fire", 1)])]), parse_prompt("fire, flames , fire"))
def test_attention(self):
self.assertEqual(Conjunction([FlattenedPrompt([('flames', 0.5)])]), parse_prompt("0.5(flames)"))
self.assertEqual(Conjunction([FlattenedPrompt([('fire flames', 0.5)])]), parse_prompt("0.5(fire flames)"))
self.assertEqual(Conjunction([FlattenedPrompt([('flames', 1.1)])]), parse_prompt("+(flames)"))
self.assertEqual(Conjunction([FlattenedPrompt([('flames', 0.9)])]), parse_prompt("-(flames)"))
self.assertEqual(Conjunction([FlattenedPrompt([('fire', 1), ('flames', 0.5)])]), parse_prompt("fire 0.5(flames)"))
self.assertEqual(Conjunction([FlattenedPrompt([('flames', pow(1.1, 2))])]), parse_prompt("++(flames)"))
self.assertEqual(Conjunction([FlattenedPrompt([('flames', pow(0.9, 2))])]), parse_prompt("--(flames)"))
self.assertEqual(Conjunction([FlattenedPrompt([('flowers', pow(0.9, 3)), ('flames', pow(1.1, 3))])]), parse_prompt("---(flowers) +++flames"))
self.assertEqual(Conjunction([FlattenedPrompt([('flowers', pow(0.9, 3)), ('flames', pow(1.1, 3))])]), parse_prompt("---(flowers) +++flames"))
self.assertEqual(Conjunction([FlattenedPrompt([('flowers', pow(0.9, 3)), ('flames+', pow(1.1, 3))])]),
parse_prompt("---(flowers) +++flames+"))
self.assertEqual(Conjunction([FlattenedPrompt([('pretty flowers', 1.1)])]),
parse_prompt("+(pretty flowers)"))
self.assertEqual(Conjunction([FlattenedPrompt([('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(Conjunction([FlattenedPrompt([('fire', pow(1.1, 2)), ('flames', 1.0)])]), parse_prompt("++fire flames"))
self.assertEqual(Conjunction([FlattenedPrompt([('fire', pow(0.9, 2)), ('flames', 1.0)])]), parse_prompt("--fire flames"))
self.assertEqual(Conjunction([FlattenedPrompt([('flowers', 1.0), ('fire', pow(1.1, 2)), ('flames', 1.0)])]), parse_prompt("flowers ++fire flames"))
self.assertEqual(Conjunction([FlattenedPrompt([('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)"))
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')
assert_if_prompt_string_not_untouched('a badly formed test+ prompt')
assert_if_prompt_string_not_untouched('a badly (formed test+ prompt')
assert_if_prompt_string_not_untouched('a badly (formed test+ )prompt')
assert_if_prompt_string_not_untouched('a badly (formed test+ )prompt')
assert_if_prompt_string_not_untouched('(((a badly (formed test+ )prompt')
assert_if_prompt_string_not_untouched('(a (ba)dly (f)ormed test+ prompt')
self.assertEqual(Conjunction([FlattenedPrompt([('(a (ba)dly (f)ormed test+', 1.0), ('prompt', 1.1)])]),
parse_prompt('(a (ba)dly (f)ormed test+ +prompt'))
self.assertEqual(Conjunction([Blend([FlattenedPrompt([('((a badly (formed test+', 1.0)])], weights=[1.0])]),
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)")
)
def test_nested(self):
self.assertEqual(Conjunction([FlattenedPrompt([('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)'))
if __name__ == '__main__':
unittest.main()