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Reprogramm demo

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688
+ pip-delete-this-directory.txt
689
+
690
+ # Unit test / coverage reports
691
+ htmlcov/
692
+ .tox/
693
+ .nox/
694
+ .coverage
695
+ .coverage.*
696
+ .cache
697
+ nosetests.xml
698
+ coverage.xml
699
+ *.cover
700
+ *.py,cover
701
+ .hypothesis/
702
+ .pytest_cache/
703
+ cover/
704
+
705
+ # Translations
706
+ *.mo
707
+ *.pot
708
+
709
+ # Django stuff:
710
+ *.log
711
+ local_settings.py
712
+ db.sqlite3
713
+ db.sqlite3-journal
714
+
715
+ # Flask stuff:
716
+ instance/
717
+ .webassets-cache
718
+
719
+ # Scrapy stuff:
720
+ .scrapy
721
+
722
+ # Sphinx documentation
723
+ docs/_build/
724
+
725
+ # PyBuilder
726
+ .pybuilder/
727
+ target/
728
+
729
+ # Jupyter Notebook
730
+ .ipynb_checkpoints
731
+
732
+ # IPython
733
+ profile_default/
734
+ ipython_config.py
735
+
736
+ # pyenv
737
+ # For a library or package, you might want to ignore these files since the code is
738
+ # intended to run in multiple environments; otherwise, check them in:
739
+ # .python-version
740
+
741
+ # pipenv
742
+ # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
743
+ # However, in case of collaboration, if having platform-specific dependencies or dependencies
744
+ # having no cross-platform support, pipenv may install dependencies that don't work, or not
745
+ # install all needed dependencies.
746
+ #Pipfile.lock
747
+
748
+ # PEP 582; used by e.g. github.com/David-OConnor/pyflow
749
+ __pypackages__/
750
+
751
+ # Celery stuff
752
+ celerybeat-schedule
753
+ celerybeat.pid
754
+
755
+ # SageMath parsed files
756
+ *.sage.py
757
+
758
+ # Environments
759
+ .env
760
+ .venv
761
+ env/
762
+ venv/
763
+ ENV/
764
+ env.bak/
765
+ venv.bak/
766
+
767
+ # Spyder project settings
768
+ .spyderproject
769
+ .spyproject
770
+
771
+ # Rope project settings
772
+ .ropeproject
773
+
774
+ # mkdocs documentation
775
+ /site
776
+
777
+ # mypy
778
+ .mypy_cache/
779
+ .dmypy.json
780
+ dmypy.json
781
+
782
+ # Pyre type checker
783
+ .pyre/
784
+
785
+ # pytype static type analyzer
786
+ .pytype/
787
+
788
+ # Cython debug symbols
789
+ cython_debug/
790
+
791
+ ### JupyterNotebooks template
792
+ # gitignore template for Jupyter Notebooks
793
+ # website: http://jupyter.org/
794
+
795
+ .ipynb_checkpoints
796
+ */.ipynb_checkpoints/*
797
+
798
+ # IPython
799
+ profile_default/
800
+ ipython_config.py
801
+
802
+ # Remove previous ipynb_checkpoints
803
+ # git rm -r .ipynb_checkpoints/
804
+
805
+ ### VirtualEnv template
806
+ # Virtualenv
807
+ # http://iamzed.com/2009/05/07/a-primer-on-virtualenv/
808
+ .Python
809
+ [Bb]in
810
+ [Ii]nclude
811
+ [Ll]ib
812
+ [Ll]ib64
813
+ [Ll]ocal
814
+ [Ss]cripts
815
+ pyvenv.cfg
816
+ .venv
817
+ pip-selfcheck.json
818
+
819
+ ### Eclipse template
820
+ .metadata
821
+ bin/
822
+ tmp/
823
+ *.tmp
824
+ *.bak
825
+ *.swp
826
+ *~.nib
827
+ local.properties
828
+ .settings/
829
+ .loadpath
830
+ .recommenders
831
+
832
+ # External tool builders
833
+ .externalToolBuilders/
834
+
835
+ # Locally stored "Eclipse launch configurations"
836
+ *.launch
837
+
838
+ # PyDev specific (Python IDE for Eclipse)
839
+ *.pydevproject
840
+
841
+ # CDT-specific (C/C++ Development Tooling)
842
+ .cproject
843
+
844
+ # CDT- autotools
845
+ .autotools
846
+
847
+ # Java annotation processor (APT)
848
+ .factorypath
849
+
850
+ # PDT-specific (PHP Development Tools)
851
+ .buildpath
852
+
853
+ # sbteclipse plugin
854
+ .target
855
+
856
+ # Tern plugin
857
+ .tern-project
858
+
859
+ # TeXlipse plugin
860
+ .texlipse
861
+
862
+ # STS (Spring Tool Suite)
863
+ .springBeans
864
+
865
+ # Code Recommenders
866
+ .recommenders/
867
+
868
+ # Annotation Processing
869
+ .apt_generated/
870
+ .apt_generated_test/
871
+
872
+ # Scala IDE specific (Scala & Java development for Eclipse)
873
+ .cache-main
874
+ .scala_dependencies
875
+ .worksheet
876
+
877
+ # Uncomment this line if you wish to ignore the project description file.
878
+ # Typically, this file would be tracked if it contains build/dependency configurations:
879
+ #.project
880
+
881
+ # CUSTOM
882
  .idea
883
  .DS_Store
884
  .DS_store
885
+ *.tmp.py
886
+ *.tmp.json
887
+ tmp
README.md CHANGED
@@ -4,7 +4,7 @@ emoji: 🍲
4
  colorFrom: blue
5
  colorTo: red
6
  sdk: streamlit
7
- app_file: server.py
8
  pinned: false
9
  ---
10
 
@@ -13,8 +13,5 @@ pinned: false
13
 
14
  ### Launch demo:
15
  ```
16
- streamlit run server.py
17
- ```
18
-
19
- ### Modify config
20
- Add any custom ingredient to display in `config.json` with key `first_100` to be displayed in multi-select. `next_100` are for custom ingredient adding section (to provide autocomplete assist as we type)
4
  colorFrom: blue
5
  colorTo: red
6
  sdk: streamlit
7
+ app_file: app.py
8
  pinned: false
9
  ---
10
 
13
 
14
  ### Launch demo:
15
  ```
16
+ streamlit run app.py
17
+ ```
 
 
 
app.py ADDED
@@ -0,0 +1,241 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import streamlit as st
2
+
3
+ import torch
4
+ from transformers import pipeline, set_seed
5
+ from transformers import AutoTokenizer
6
+
7
+ from PIL import (
8
+ Image,
9
+ ImageFont,
10
+ ImageDraw
11
+ )
12
+
13
+ import re
14
+ from examples import EXAMPLES
15
+ import meta
16
+ from utils import (
17
+ remote_css,
18
+ local_css,
19
+ load_image,
20
+ pure_comma_separation
21
+ )
22
+
23
+
24
+ class TextGeneration:
25
+ def __init__(self):
26
+ self.debug = True
27
+ self.dummy_output = {
28
+ 'directions': [
29
+ 'peel the potato and slice thinly.',
30
+ 'place in a microwave safe dish.',
31
+ 'cover with plastic wrap and microwave on high for 5 minutes.',
32
+ 'remove from the microwave and sprinkle with cheese.',
33
+ 'return to the microwave for 1 minute or until cheese is melted.',
34
+ 'return to the microwave for 1 minute or until cheese is melted.',
35
+ 'return to the microwave for 1 minute or until cheese is melted.'
36
+ ],
37
+ 'ingredients': [
38
+ '1 potato',
39
+ '1 slice cheese',
40
+ '1 potato',
41
+ '1 slice cheese'
42
+ '1 potato',
43
+ '1 slice cheese',
44
+ '1 slice cheese',
45
+ '1 potato',
46
+ '1 slice cheese'
47
+ '1 potato',
48
+ '1 slice cheese',
49
+ ],
50
+ 'title': 'Cheese Potatoes'
51
+ }
52
+ self.tokenizer = None
53
+ self.generator = None
54
+ self.task = "text2text-generation"
55
+ self.model_name_or_path = "flax-community/t5-recipe-generation"
56
+ self.h1_font = ImageFont.truetype("asset/fonts/PT_Serif/PTSerif-Bold.ttf", 100)
57
+ self.h2_font = ImageFont.truetype("asset/fonts/PT_Serif/PTSerif-Bold.ttf", 50)
58
+ self.p_font = ImageFont.truetype("asset/fonts/PT_Serif/PTSerif-Regular.ttf", 30)
59
+ set_seed(42)
60
+
61
+ def _skip_special_tokens_and_prettify(self, text):
62
+ recipe_maps = {"<sep>": "--", "<section>": "\n"}
63
+ recipe_map_pattern = "|".join(map(re.escape, recipe_maps.keys()))
64
+
65
+ text = re.sub(
66
+ recipe_map_pattern,
67
+ lambda m: recipe_maps[m.group()],
68
+ re.sub("|".join(self.tokenizer.all_special_tokens), "", text)
69
+ )
70
+
71
+ data = {"title": "", "ingredients": [], "directions": []}
72
+ for section in text.split("\n"):
73
+ section = section.strip()
74
+ if section.startswith("title:"):
75
+ data["title"] = " ".join(
76
+ [w.strip().capitalize() for w in section.replace("title:", "").strip().split() if w.strip()]
77
+ )
78
+ elif section.startswith("ingredients:"):
79
+ data["ingredients"] = [s.strip() for s in section.replace("ingredients:", "").split('--')]
80
+ elif section.startswith("directions:"):
81
+ data["directions"] = [s.strip() for s in section.replace("directions:", "").split('--')]
82
+ else:
83
+ pass
84
+
85
+ return data
86
+
87
+ def load(self):
88
+ if not self.debug:
89
+ self.tokenizer = AutoTokenizer.from_pretrained(self.model_name_or_path)
90
+ self.generator = pipeline(self.task, model=self.model_name_or_path, tokenizer=self.model_name_or_path)
91
+
92
+ def prepare_frame(self, recipe, frame):
93
+ im_editable = ImageDraw.Draw(frame)
94
+ # Title
95
+ ws, hs = 120, 500
96
+ im_editable.text(
97
+ (ws, hs),
98
+ recipe["title"],
99
+ (61, 61, 70),
100
+ font=self.h1_font,
101
+ )
102
+ # Ingredients
103
+ hs = hs + 200
104
+ im_editable.text(
105
+ (ws, hs),
106
+ "Ingredients",
107
+ (61, 61, 70),
108
+ font=self.h2_font,
109
+ )
110
+ hs = hs + 80
111
+ im_editable.text(
112
+ (ws + 10, hs),
113
+ "\n".join([f"- {item}" for item in recipe["ingredients"]]),
114
+ (61, 61, 70),
115
+ font=self.p_font,
116
+ )
117
+ # Directions
118
+ hs = hs + 400
119
+ im_editable.text(
120
+ (ws, hs),
121
+ "Directions",
122
+ (61, 61, 70),
123
+ font=self.h2_font,
124
+ )
125
+ hs = hs + 80
126
+ im_editable.text(
127
+ (ws + 10, hs),
128
+ "\n".join([f"- {item}" for item in recipe["directions"]]),
129
+ (61, 61, 70),
130
+ font=self.p_font,
131
+ )
132
+ return frame
133
+
134
+ def generate(self, items, generation_kwargs):
135
+ print(generation_kwargs)
136
+ if not self.debug:
137
+ generation_kwargs["num_return_sequences"] = 1
138
+ # generation_kwargs["return_full_text"] = False
139
+ generation_kwargs["return_tensors"] = True
140
+ generation_kwargs["return_text"] = False
141
+
142
+ generated_ids = self.generator(
143
+ items,
144
+ **generation_kwargs,
145
+ )[0]["generated_token_ids"]
146
+ recipe = self.tokenizer.decode(generated_ids, skip_special_tokens=False)
147
+ recipe = self._skip_special_tokens_and_prettify(recipe)
148
+ return recipe
149
+
150
+ return self.dummy_output
151
+
152
+ def generate_frame(self, recipe):
153
+ frame = load_image("asset/images/recipe-post.png")
154
+ return self.prepare_frame(recipe, frame)
155
+
156
+
157
+ @st.cache(allow_output_mutation=True)
158
+ def load_text_generator():
159
+ generator = TextGeneration()
160
+ generator.load()
161
+ return generator
162
+
163
+
164
+ chef_top = {
165
+ "max_length": 512,
166
+ "min_length": 64,
167
+ "no_repeat_ngram_size": 3,
168
+ "do_sample": True,
169
+ "top_k": 60,
170
+ "top_p": 0.95,
171
+ "num_return_sequences": 1
172
+ }
173
+ chef_beam = {
174
+ "max_length": 512,
175
+ "min_length": 64,
176
+ "no_repeat_ngram_size": 3,
177
+ "early_stopping": True,
178
+ "num_beams": 5,
179
+ "length_penalty": 1.5,
180
+ "num_return_sequences": 1
181
+ }
182
+
183
+
184
+ def main():
185
+ st.set_page_config(
186
+ page_title="Chef Transformer",
187
+ page_icon="🍲",
188
+ layout="wide",
189
+ initial_sidebar_state="expanded"
190
+ )
191
+ generator = load_text_generator()
192
+ local_css("asset/css/style.css")
193
+
194
+ st.sidebar.image(load_image("asset/images/chef-transformer-transparent.png"), width=310)
195
+ st.sidebar.title("Choose your own chef")
196
+ chef = st.sidebar.selectbox("Chef", index=0, options=["Chef Scheherazade", "Chef Giovanni"])
197
+
198
+ st.markdown(meta.HEADER_INFO)
199
+ prompts = list(EXAMPLES.keys()) + ["Custom"]
200
+ prompt = st.selectbox('Examples', prompts, index=len(prompts) - 1)
201
+
202
+ if prompt == "Custom":
203
+ prompt_box = ""
204
+ else:
205
+ prompt_box = EXAMPLES[prompt]
206
+
207
+ items = st.text_input(
208
+ 'Add custom ingredients here (separated by `,`): ',
209
+ pure_comma_separation(prompt_box, return_list=False),
210
+ key="custom_keywords",
211
+ max_chars=1000)
212
+ items = pure_comma_separation(items, return_list=False)
213
+ entered_items = st.empty()
214
+
215
+ if st.button('Get Recipe!'):
216
+ entered_items.markdown("**Generate recipe for:** " + items)
217
+ with st.spinner("Generating recipe..."):
218
+
219
+ gen_kw = chef_top if chef == "Chef Scheherazade" else chef_beam
220
+ generated_recipe = generator.generate(items, gen_kw)
221
+ recipe_post = generator.generate_frame(generated_recipe)
222
+
223
+ col1, col2, col3 = st.beta_columns([1, 6, 1])
224
+ with col1:
225
+ st.write("")
226
+
227
+ with col2:
228
+ st.image(
229
+ recipe_post,
230
+ # width=500,
231
+ caption="Your recipe",
232
+ use_column_width="auto",
233
+ output_format="PNG"
234
+ )
235
+
236
+ with col3:
237
+ st.write("")
238
+
239
+
240
+ if __name__ == '__main__':
241
+ main()
asset/css/style.css ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
1
+ body {
2
+ background-color: #eee;
3
+ }
4
+
5
+ .fullScreenFrame > div {
6
+ display: flex;
7
+ justify-content: center;
8
+ }
asset/fonts/PT_Serif/OFL.txt ADDED
@@ -0,0 +1,94 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Copyright (c) 2010, ParaType Ltd. (http://www.paratype.com/public),
2
+ with Reserved Font Names "PT Sans", "PT Serif" and "ParaType".
3
+
4
+ This Font Software is licensed under the SIL Open Font License, Version 1.1.
5
+ This license is copied below, and is also available with a FAQ at:
6
+ http://scripts.sil.org/OFL
7
+
8
+
9
+ -----------------------------------------------------------
10
+ SIL OPEN FONT LICENSE Version 1.1 - 26 February 2007
11
+ -----------------------------------------------------------
12
+
13
+ PREAMBLE
14
+ The goals of the Open Font License (OFL) are to stimulate worldwide
15
+ development of collaborative font projects, to support the font creation
16
+ efforts of academic and linguistic communities, and to provide a free and
17
+ open framework in which fonts may be shared and improved in partnership
18
+ with others.
19
+
20
+ The OFL allows the licensed fonts to be used, studied, modified and
21
+ redistributed freely as long as they are not sold by themselves. The
22
+ fonts, including any derivative works, can be bundled, embedded,
23
+ redistributed and/or sold with any software provided that any reserved
24
+ names are not used by derivative works. The fonts and derivatives,
25
+ however, cannot be released under any other type of license. The
26
+ requirement for fonts to remain under this license does not apply
27
+ to any document created using the fonts or their derivatives.
28
+
29
+ DEFINITIONS
30
+ "Font Software" refers to the set of files released by the Copyright
31
+ Holder(s) under this license and clearly marked as such. This may
32
+ include source files, build scripts and documentation.
33
+
34
+ "Reserved Font Name" refers to any names specified as such after the
35
+ copyright statement(s).
36
+
37
+ "Original Version" refers to the collection of Font Software components as
38
+ distributed by the Copyright Holder(s).
39
+
40
+ "Modified Version" refers to any derivative made by adding to, deleting,
41
+ or substituting -- in part or in whole -- any of the components of the
42
+ Original Version, by changing formats or by porting the Font Software to a
43
+ new environment.
44
+
45
+ "Author" refers to any designer, engineer, programmer, technical
46
+ writer or other person who contributed to the Font Software.
47
+
48
+ PERMISSION & CONDITIONS
49
+ Permission is hereby granted, free of charge, to any person obtaining
50
+ a copy of the Font Software, to use, study, copy, merge, embed, modify,
51
+ redistribute, and sell modified and unmodified copies of the Font
52
+ Software, subject to the following conditions:
53
+
54
+ 1) Neither the Font Software nor any of its individual components,
55
+ in Original or Modified Versions, may be sold by itself.
56
+
57
+ 2) Original or Modified Versions of the Font Software may be bundled,
58
+ redistributed and/or sold with any software, provided that each copy
59
+ contains the above copyright notice and this license. These can be
60
+ included either as stand-alone text files, human-readable headers or
61
+ in the appropriate machine-readable metadata fields within text or
62
+ binary files as long as those fields can be easily viewed by the user.
63
+
64
+ 3) No Modified Version of the Font Software may use the Reserved Font
65
+ Name(s) unless explicit written permission is granted by the corresponding
66
+ Copyright Holder. This restriction only applies to the primary font name as
67
+ presented to the users.
68
+
69
+ 4) The name(s) of the Copyright Holder(s) or the Author(s) of the Font
70
+ Software shall not be used to promote, endorse or advertise any
71
+ Modified Version, except to acknowledge the contribution(s) of the
72
+ Copyright Holder(s) and the Author(s) or with their explicit written
73
+ permission.
74
+
75
+ 5) The Font Software, modified or unmodified, in part or in whole,
76
+ must be distributed entirely under this license, and must not be
77
+ distributed under any other license. The requirement for fonts to
78
+ remain under this license does not apply to any document created
79
+ using the Font Software.
80
+
81
+ TERMINATION
82
+ This license becomes null and void if any of the above conditions are
83
+ not met.
84
+
85
+ DISCLAIMER
86
+ THE FONT SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
87
+ EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO ANY WARRANTIES OF
88
+ MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT
89
+ OF COPYRIGHT, PATENT, TRADEMARK, OR OTHER RIGHT. IN NO EVENT SHALL THE
90
+ COPYRIGHT HOLDER BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
91
+ INCLUDING ANY GENERAL, SPECIAL, INDIRECT, INCIDENTAL, OR CONSEQUENTIAL
92
+ DAMAGES, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
93
+ FROM, OUT OF THE USE OR INABILITY TO USE THE FONT SOFTWARE OR FROM
94
+ OTHER DEALINGS IN THE FONT SOFTWARE.
asset/fonts/PT_Serif/PTSerif-Bold.ttf ADDED
Binary file (196 kB). View file
asset/fonts/PT_Serif/PTSerif-BoldItalic.ttf ADDED
Binary file (193 kB). View file
asset/fonts/PT_Serif/PTSerif-Italic.ttf ADDED
Binary file (232 kB). View file
asset/fonts/PT_Serif/PTSerif-Regular.ttf ADDED
Binary file (215 kB). View file
{images → asset/images}/chef-transformer-transparent.png RENAMED
File without changes
{images → asset/images}/chef-transformer.png RENAMED
File without changes
{images → asset/images}/logo.png RENAMED
File without changes
asset/images/recipe-frame.png ADDED
Binary file (2.03 MB). View file
asset/images/recipe-post.png ADDED
Binary file (1.98 MB). View file
beam_search.py DELETED
@@ -1,63 +0,0 @@
1
- import torch
2
- from transformers import AutoModelForSeq2SeqLM
3
- from transformers import AutoTokenizer
4
- from transformers import pipeline
5
-
6
- from pprint import pprint
7
- import re
8
-
9
-
10
- # device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
11
- # MODEL_NAME_OR_PATH = "flax-community/t5-recipe-generation"
12
- # tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME_OR_PATH, use_fast=True)
13
- # model = AutoModelForSeq2SeqLM.from_pretrained(MODEL_NAME_OR_PATH)
14
-
15
-
16
- def skip_special_tokens_and_prettify(text, tokenizer):
17
- recipe_maps = {"<sep>": "--", "<section>": "\n"}
18
- recipe_map_pattern = "|".join(map(re.escape, recipe_maps.keys()))
19
-
20
- text = re.sub(
21
- recipe_map_pattern,
22
- lambda m: recipe_maps[m.group()],
23
- re.sub("|".join(tokenizer.all_special_tokens), "", text)
24
- )
25
-
26
- data = {"title": "", "ingredients": [], "directions": []}
27
- for section in text.split("\n"):
28
- section = section.strip()
29
- section = section.strip()
30
- if section.startswith("title:"):
31
- data["title"] = section.replace("title:", "").strip()
32
- elif section.startswith("ingredients:"):
33
- data["ingredients"] = [s.strip() for s in section.replace("ingredients:", "").split('--')]
34
- elif section.startswith("directions:"):
35
- data["directions"] = [s.strip() for s in section.replace("directions:", "").split('--')]
36
- else:
37
- pass
38
-
39
- return data
40
-
41
-
42
- def post_generator(output_tensors, tokenizer):
43
- output_tensors = [output_tensors[i]["generated_token_ids"] for i in range(len(output_tensors))]
44
- texts = tokenizer.batch_decode(output_tensors, skip_special_tokens=False)
45
- texts = [skip_special_tokens_and_prettify(text, tokenizer) for text in texts]
46
- return texts
47
-
48
-
49
- # Example
50
- generate_kwargs = {
51
- "max_length": 512,
52
- "min_length": 64,
53
- "no_repeat_ngram_size": 3,
54
- "early_stopping": True,
55
- "num_beams": 5,
56
- "length_penalty": 1.5,
57
- "num_return_sequences": 2
58
- }
59
- items = "potato, cheese"
60
- # generator = pipeline("text2text-generation", model=model, tokenizer=tokenizer)
61
- # generated = generator(items, return_tensors=True, return_text=False, **generate_kwargs)
62
- # outputs = post_generator(generated, tokenizer)
63
- # pprint(outputs)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
config.json DELETED
@@ -1,207 +0,0 @@
1
- {
2
- "model_name_or_path": "flax-community/t5-recipe-generation",
3
- "first_100": [
4
- "allspice",
5
- "almond extract",
6
- "applesauce",
7
- "avocado",
8
- "balsamic vinegar",
9
- "basil",
10
- "bay leaf",
11
- "beets",
12
- "bread crumbs",
13
- "bread flour",
14
- "buns",
15
- "catsup",
16
- "cayenne",
17
- "cherry tomatoes",
18
- "chicken breasts",
19
- "chives",
20
- "chocolate cake",
21
- "coconut milk",
22
- "cold butter",
23
- "cold milk",
24
- "cooking oil",
25
- "cornstarch",
26
- "crab meat",
27
- "crackers",
28
- "cream of chicken soup",
29
- "cream of tartar",
30
- "cumin",
31
- "cumin seeds",
32
- "curry powder",
33
- "egg yolk",
34
- "extra-virgin olive oil",
35
- "feta cheese",
36
- "flaked coconut",
37
- "flat leaf parsley",
38
- "flour tortillas",
39
- "fresh chives",
40
- "fresh cilantro",
41
- "fresh mint",
42
- "fresh oregano",
43
- "fresh rosemary",
44
- "frozen strawberries",
45
- "gingerroot",
46
- "green olives",
47
- "ground allspice",
48
- "ground chuck",
49
- "ground coriander",
50
- "ground cumin",
51
- "ground pork",
52
- "ground red pepper",
53
- "hamburger",
54
- "hazelnuts",
55
- "heavy cream",
56
- "heavy whipping cream",
57
- "hot pepper",
58
- "italian dressing",
59
- "lean ground beef",
60
- "lemon juice",
61
- "lemon pepper",
62
- "marjoram",
63
- "miracle",
64
- "noodles",
65
- "nuts",
66
- "oatmeal",
67
- "oats",
68
- "oleo",
69
- "olive oil",
70
- "onion salt",
71
- "onions",
72
- "orange",
73
- "paprika",
74
- "parmesan cheese",
75
- "parsley",
76
- "pasta",
77
- "peaches",
78
- "pecans",
79
- "pork sausage",
80
- "pork tenderloin",
81
- "poultry seasoning",
82
- "powdered sugar",
83
- "pumpkin",
84
- "red potatoes",
85
- "red wine vinegar",
86
- "rosemary",
87
- "salmon",
88
- "scallion",
89
- "sesame oil",
90
- "shell",
91
- "stalks celery",
92
- "tabasco sauce",
93
- "tarragon",
94
- "tomatoes",
95
- "unsalted butter",
96
- "vanilla wafers",
97
- "vegetables",
98
- "warm water",
99
- "whipping cream",
100
- "white wine vinegar",
101
- "whole wheat flour",
102
- "yellow squash",
103
- "yogurt"
104
- ],
105
- "next_100": [
106
- "active dry yeast",
107
- "almonds",
108
- "apple",
109
- "apple cider",
110
- "apple cider vinegar",
111
- "avocados",
112
- "baby spinach",
113
- "bay leaves",
114
- "bean sprouts",
115
- "beef",
116
- "beef broth",
117
- "broccoli",
118
- "cabbage",
119
- "capers",
120
- "cashews",
121
- "celery",
122
- "celery salt",
123
- "cherries",
124
- "cherry pie filling",
125
- "chicken",
126
- "chicken broth",
127
- "chicken stock",
128
- "chickpeas",
129
- "chili sauce",
130
- "chocolate",
131
- "cinnamon",
132
- "cloves",
133
- "corn",
134
- "cottage cheese",
135
- "cranberry sauce",
136
- "egg noodles",
137
- "egg yolks",
138
- "extra virgin olive oil",
139
- "freshly ground pepper",
140
- "garlic powder",
141
- "golden raisins",
142
- "graham cracker crust",
143
- "graham crackers",
144
- "green peppers",
145
- "ground black pepper",
146
- "ground nutmeg",
147
- "ground pepper",
148
- "ground turmeric",
149
- "kosher salt",
150
- "lemon rind",
151
- "mango",
152
- "mint",
153
- "mustard",
154
- "nutmeg",
155
- "orange juice",
156
- "orange zest",
157
- "oregano",
158
- "peanut butter",
159
- "peas",
160
- "pecan halves",
161
- "pepperoni",
162
- "pine nuts",
163
- "pinto beans",
164
- "pizza sauce",
165
- "plain yogurt",
166
- "potatoes",
167
- "raisins",
168
- "red",
169
- "red bell peppers",
170
- "red pepper",
171
- "red peppers",
172
- "rhubarb",
173
- "ricotta cheese",
174
- "salad oil",
175
- "sauce",
176
- "scallions",
177
- "sesame seeds",
178
- "sherry",
179
- "shredded cheese",
180
- "skinless",
181
- "soda",
182
- "soy sauce",
183
- "spinach",
184
- "strawberries",
185
- "sugar",
186
- "sweet onion",
187
- "sweet potatoes",
188
- "swiss cheese",
189
- "t",
190
- "tomato",
191
- "tomato paste",
192
- "tomato soup",
193
- "tuna",
194
- "vanilla bean",
195
- "vanilla ice cream",
196
- "vanilla pudding",
197
- "vegetable broth",
198
- "vegetable oil",
199
- "vegetable shortening",
200
- "whipped cream",
201
- "white onion",
202
- "white sugar",
203
- "yellow cake",
204
- "yellow cornmeal",
205
- "zucchini"
206
- ]
207
- }