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1fa3c6c | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 | # Copyright 2020-2026 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from dataclasses import dataclass, field
import numpy as np
from datasets import Dataset, Features, Image, List, Value
from transformers import HfArgumentParser
Message = List({"content": List({"text": Value("string"), "type": Value("string")}), "role": Value("string")})
@dataclass
class ScriptArguments:
r"""
Arguments for the script.
Args:
test_size (`float`, *optional*, defaults to `0.1`):
Fraction of the dataset to include in the test split.
push_to_hub (`bool`, *optional*, defaults to `False`):
Whether to push the dataset to the Hugging Face Hub.
repo_id (`str`, *optional*, defaults to `"trl-internal-testing/zen-multi-image"`):
Hugging Face repository ID to push the dataset to.
"""
test_size: float = field(
default=0.1,
metadata={"help": "Fraction of the dataset to include in the test split."},
)
push_to_hub: bool = field(
default=False,
metadata={"help": "Whether to push the dataset to the Hugging Face Hub."},
)
repo_id: str = field(
default="trl-internal-testing/zen-multi-image",
metadata={"help": "Hugging Face repository ID to push the dataset to."},
)
def main(test_size, push_to_hub, repo_id):
# fmt: off
messages = [
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What is better than ugly?"}]}, {"role": "assistant", "content": [{"type": "text", "text": "Beautiful."}]}],
[{"role": "user", "content": [{"type": "text", "text": "What is better than implicit?"}, {"type": "image"}]}, {"role": "assistant", "content": [{"type": "text", "text": "Explicit."}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What is better than complex?"}, {"type": "image"}]}, {"role": "assistant", "content": [{"type": "text", "text": "Simple."}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "image"}, {"type": "text", "text": "What is better than complicated?"}]}, {"role": "assistant", "content": [{"type": "text", "text": "Complex."}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What is better than nested?"}]}, {"role": "assistant", "content": [{"type": "text", "text": "Flat."}]}],
[{"role": "user", "content": [{"type": "text", "text": "What is better than dense?"}, {"type": "image"}]}, {"role": "assistant", "content": [{"type": "text", "text": "Sparse."}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What counts?"}, {"type": "image"}]}, {"role": "assistant", "content": [{"type": "text", "text": "Readability."}]}],
[{"role": "user", "content": [{"type": "text", "text": "Are special cases enough to break the rules?"}]}, {"role": "assistant", "content": [{"type": "text", "text": "No, special cases aren't special enough to break the rules."}]}],
[{"role": "user", "content": [{"type": "text", "text": "What beats purity?"}, {"type": "image"}, {"type": "image"}]}, {"role": "assistant", "content": [{"type": "text", "text": "Practicality."}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "image"}, {"type": "text", "text": "What should never pass silently?"}, {"type": "image"}]}, {"role": "assistant", "content": [{"type": "text", "text": "Errors."}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "When can errors pass silently?"}]}, {"role": "assistant", "content": [{"type": "text", "text": "When explicitly silenced."}]}],
[{"role": "user", "content": [{"type": "text", "text": "What should you do in the face of ambiguity?"}, {"type": "image"}]}, {"role": "assistant", "content": [{"type": "text", "text": "Refuse the temptation to guess."}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "How many ways should there be to do it?"}, {"type": "image"}, {"type": "image"}]}, {"role": "assistant", "content": [{"type": "text", "text": "One, and preferably only one."}]}],
[{"role": "user", "content": [{"type": "text", "text": "For whom may the way not be obvious at first?"}]}, {"role": "assistant", "content": [{"type": "text", "text": "Dutch."}]}],
[{"role": "user", "content": [{"type": "text", "text": "What is better than never?"}, {"type": "image"}]}, {"role": "assistant", "content": [{"type": "text", "text": "Now is better than never."}]}],
[{"role": "user", "content": [{"type": "text", "text": "Is"}, {"type": "image"}, {"type": "text", "text": " never better than *right* now?"}]}, {"role": "assistant", "content": [{"type": "text", "text": "Yes, often."}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What does it mean if the implementation is hard to explain?"}]}, {"role": "assistant", "content": [{"type": "text", "text": "It means it's a bad idea."}]}],
[{"role": "user", "content": [{"type": "text", "text": "What does it mean if the implementation is easy to explain?"}, {"type": "image"}]}, {"role": "assistant", "content": [{"type": "text", "text": "It means it may be a good idea."}]}],
[{"role": "user", "content": [{"type": "text", "text": "Any great ideas?"}]}, {"role": "assistant", "content": [{"type": "text", "text": "Namespaces are one honking great idea."}]}],
]
# Create the images
number_of_images = [sum(1 for part in row[0]["content"] if part.get("type") == "image") for row in messages]
sizes = [np.random.randint(32, 64, size=(num_images, 2)) for num_images in number_of_images]
images = [[np.random.uniform(low=0.0, high=255.0, size=(h, w, 3)).astype(np.uint8) for h, w in s] for s in sizes]
conversational_language_modeling_dataset = Dataset.from_dict({"messages": messages, "images": images}, features=Features(messages=Message, images=List(Image())))
conversational_language_modeling_dataset = conversational_language_modeling_dataset.train_test_split(test_size=test_size, shuffle=False)
if push_to_hub:
conversational_language_modeling_dataset.push_to_hub(repo_id, config_name="conversational_language_modeling")
prompt = [
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What is better than ugly?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What is better than implicit?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What is better than complex?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "image"}, {"type": "text", "text": "What is better than complicated?"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What is better than nested?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What is better than dense?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What counts?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "text", "text": "Are special cases enough to break the rules?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What beats purity?"}, {"type": "image"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "image"}, {"type": "text", "text": "What should never pass silently?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "When can errors pass silently?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What should you do in the face of ambiguity?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "How many ways should there be to do it?"}, {"type": "image"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "text", "text": "For whom may the way not be obvious at first?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What is better than never?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "text", "text": "Is"}, {"type": "image"}, {"type": "text", "text": " never better than *right* now?"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What does it mean if the implementation is hard to explain?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What does it mean if the implementation is easy to explain?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "text", "text": "Any great ideas?"}]}],
]
# Create the images
number_of_images = [sum(1 for part in row[0]["content"] if part.get("type") == "image") for row in prompt]
sizes = [np.random.randint(32, 64, size=(num_images, 2)) for num_images in number_of_images]
images = [[np.random.uniform(low=0.0, high=255.0, size=(h, w, 3)).astype(np.uint8) for h, w in s] for s in sizes]
conversational_prompt_only_dataset = Dataset.from_dict({"prompt": prompt, "images": images}, features=Features(prompt=Message, images=List(Image())))
conversational_prompt_only_dataset = conversational_prompt_only_dataset.train_test_split(test_size=test_size, shuffle=False)
if push_to_hub:
conversational_prompt_only_dataset.push_to_hub(repo_id, config_name="conversational_prompt_only")
prompt = [
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What is better than ugly?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What is better than implicit?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What is better than complex?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "image"}, {"type": "text", "text": "What is better than complicated?"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What is better than nested?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What is better than dense?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What counts?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "text", "text": "Are special cases enough to break the rules?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What beats purity?"}, {"type": "image"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "image"}, {"type": "text", "text": "What should never pass silently?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "When can errors pass silently?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What should you do in the face of ambiguity?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "How many ways should there be to do it?"}, {"type": "image"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "text", "text": "For whom may the way not be obvious at first?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What is better than never?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "text", "text": "Is"}, {"type": "image"}, {"type": "text", "text": " never better than *right* now?"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What does it mean if the implementation is hard to explain?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What does it mean if the implementation is easy to explain?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "text", "text": "Any great ideas?"}]}],
]
completion = [
[{"role": "assistant", "content": [{"type": "text", "text": "Beautiful."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Explicit."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Simple."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Complex."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Flat."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Sparse."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Readability."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "No, special cases aren't special enough to break the rules."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Practicality."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Errors."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "When explicitly silenced."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Refuse the temptation to guess."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "One, and preferably only one."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Dutch."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Now is better than never."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Yes, often."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "It means it's a bad idea."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "It means it may be a good idea."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Namespaces are one honking great idea."}]}],
]
# Create the images
number_of_images = [sum(1 for part in row[0]["content"] if part.get("type") == "image") for row in prompt]
sizes = [np.random.randint(32, 64, size=(num_images, 2)) for num_images in number_of_images]
images = [[np.random.uniform(low=0.0, high=255.0, size=(h, w, 3)).astype(np.uint8) for h, w in s] for s in sizes]
conversational_prompt_completion_dataset = Dataset.from_dict({"prompt": prompt, "completion": completion, "images": images}, features=Features(prompt=Message, completion=Message, images=List(Image())))
conversational_prompt_completion_dataset = conversational_prompt_completion_dataset.train_test_split(test_size=test_size, shuffle=False)
if push_to_hub:
conversational_prompt_completion_dataset.push_to_hub(repo_id, config_name="conversational_prompt_completion")
prompt = [
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What is better than ugly?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What is better than implicit?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What is better than complex?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "image"}, {"type": "text", "text": "What is better than complicated?"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What is better than nested?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What is better than dense?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What counts?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "text", "text": "Are special cases enough to break the rules?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What beats purity?"}, {"type": "image"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "image"}, {"type": "text", "text": "What should never pass silently?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "When can errors pass silently?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What should you do in the face of ambiguity?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "How many ways should there be to do it?"}, {"type": "image"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "text", "text": "For whom may the way not be obvious at first?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What is better than never?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "text", "text": "Is"}, {"type": "image"}, {"type": "text", "text": " never better than *right* now?"}]}],
[{"role": "user", "content": [{"type": "image"}, {"type": "text", "text": "What does it mean if the implementation is hard to explain?"}]}],
[{"role": "user", "content": [{"type": "text", "text": "What does it mean if the implementation is easy to explain?"}, {"type": "image"}]}],
[{"role": "user", "content": [{"type": "text", "text": "Any great ideas?"}]}],
]
chosen = [
[{"role": "assistant", "content": [{"type": "text", "text": "Beautiful."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Explicit."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Simple."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Complex."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Flat."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Sparse."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Readability."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "No, special cases aren't special enough to break the rules."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Practicality."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Errors."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "When explicitly silenced."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Refuse the temptation to guess."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "One, and preferably only one."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Dutch."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Now is better than never."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Yes, often."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "It means it's a bad idea."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "It means it may be a good idea."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Namespaces are one honking great idea."}]}],
]
rejected = [
[{"role": "assistant", "content": [{"type": "text", "text": "Acceptable."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Explained."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Very complex."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Very complicated."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Circular."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Heavy."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Looking complicated."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Yes, special cases are special enough to break the rules."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Nothing."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Warnings."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Never."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Give up."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "As many as possible."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "French."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Some day."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "No, never."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "It means it's a good idea."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "It means it's a bad idea."}]}],
[{"role": "assistant", "content": [{"type": "text", "text": "Recursion."}]}],
]
# Create the images
number_of_images = [sum(1 for part in row[0]["content"] if part.get("type") == "image") for row in prompt]
sizes = [np.random.randint(32, 64, size=(num_images, 2)) for num_images in number_of_images]
images = [[np.random.uniform(low=0.0, high=255.0, size=(h, w, 3)).astype(np.uint8) for h, w in s] for s in sizes]
conversational_preference_dataset = Dataset.from_dict({"prompt": prompt, "chosen": chosen, "rejected": rejected, "images": images}, features=Features(prompt=Message, chosen=Message, rejected=Message, images=List(Image())))
conversational_preference_dataset = conversational_preference_dataset.train_test_split(test_size=test_size, shuffle=False)
if push_to_hub:
conversational_preference_dataset.push_to_hub(repo_id, config_name="conversational_preference")
# fmt: on
if __name__ == "__main__":
parser = HfArgumentParser(ScriptArguments)
script_args = parser.parse_args_into_dataclasses()[0]
main(script_args.test_size, script_args.push_to_hub, script_args.repo_id)
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