Spaces:
Running
Running
Nima Boscarino
commited on
Commit
Β·
cfae725
1
Parent(s):
ad65ae7
Intial release
Browse files- .gitignore +1 -0
- app.py +330 -0
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app.py
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| 1 |
+
import gradio as gr
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| 2 |
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from typing import List
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| 3 |
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| 4 |
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| 5 |
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class Space:
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| 6 |
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def __init__(self, title, id):
|
| 7 |
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self.title = title
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| 8 |
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self.id = id
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| 9 |
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| 10 |
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| 11 |
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class News:
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| 12 |
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def __init__(self, title, link):
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| 13 |
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self.title = title
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| 14 |
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self.link = link
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| 15 |
+
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| 16 |
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| 17 |
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class Category:
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| 18 |
+
def __init__(self, title, description, news: List[News] = None, spaces=None):
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| 19 |
+
if news is None:
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| 20 |
+
news = []
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| 21 |
+
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| 22 |
+
if spaces is None:
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| 23 |
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spaces = []
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| 24 |
+
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| 25 |
+
self.title = title
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| 26 |
+
self.description = description
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| 27 |
+
self.news = news
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| 28 |
+
self.spaces = spaces
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| 29 |
+
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| 30 |
+
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| 31 |
+
inclusive = Category(
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| 32 |
+
title="π§βπ€βπ§ Inclusive",
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| 33 |
+
description="""
|
| 34 |
+
These are projects which broaden the scope of who _builds_ and _benefits_ in the machine learning world.
|
| 35 |
+
<br><br>
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| 36 |
+
Examples of this can include:
|
| 37 |
+
<br><br>
|
| 38 |
+
- Curating diverse datasets that increase the representation of underserved groups
|
| 39 |
+
- Training language models on languages that aren't yet available on the Hugging Face Hub.
|
| 40 |
+
- Creating no-code and low-code frameworks that allow non-technical folk to engage with AI.
|
| 41 |
+
""",
|
| 42 |
+
news=[
|
| 43 |
+
News(
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| 44 |
+
title="π Gradio 3.19 - Bugfixes and improved UI/UX for embedded apps",
|
| 45 |
+
link="https://twitter.com/Gradio/status/1627702506250805248"
|
| 46 |
+
),
|
| 47 |
+
News(
|
| 48 |
+
title="𧨠Diffusers 0.13 - New pipelines for editing and guiding models",
|
| 49 |
+
link="https://twitter.com/multimodalart/status/1627727910801928192"
|
| 50 |
+
)
|
| 51 |
+
],
|
| 52 |
+
spaces=[
|
| 53 |
+
Space(
|
| 54 |
+
title="Promptist Demo",
|
| 55 |
+
id="microsoft/Promptist"
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| 56 |
+
),
|
| 57 |
+
Space(
|
| 58 |
+
title="MMTAfrica: Multilingual Machine Translation",
|
| 59 |
+
id="edaiofficial/mmtafrica"
|
| 60 |
+
),
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| 61 |
+
Space(
|
| 62 |
+
title="Spanish to Quechua translation",
|
| 63 |
+
id="hackathon-pln-es/spanish-to-quechua-translation"
|
| 64 |
+
),
|
| 65 |
+
]
|
| 66 |
+
)
|
| 67 |
+
rigorous = Category(
|
| 68 |
+
title="βοΈ Rigorous",
|
| 69 |
+
description="""
|
| 70 |
+
Among the many concerns that go into creating new models is a seemingly simple question: "Does it work?"
|
| 71 |
+
<br><br>
|
| 72 |
+
Rigorous projects pay special attention to examining failure cases, protecting privacy through security measures, and ensuring that potential users (technical and non-technical) are informed of the project's limitations.
|
| 73 |
+
<br><br>
|
| 74 |
+
Examples:
|
| 75 |
+
<br><br>
|
| 76 |
+
- Projects built with models that are well-documented with Model Cards.
|
| 77 |
+
- Tools that provide transparency into how a model was trained and how it behaves.
|
| 78 |
+
- Evaluations against cutting-edge benchmarks, with results reported against disaggregated sets.
|
| 79 |
+
- Demonstrations of models failing across gender, skin type, ethnicity, age or other attributes.
|
| 80 |
+
- Techniques for mitigating issues like over-fitting and training data memorization.
|
| 81 |
+
""",
|
| 82 |
+
news=[
|
| 83 |
+
News(
|
| 84 |
+
title="ποΈ AI chatbots are coming to search engines β can you trust the results?",
|
| 85 |
+
link="https://www.nature.com/articles/d41586-023-00423-4"
|
| 86 |
+
),
|
| 87 |
+
News(
|
| 88 |
+
title="πͺͺ Model Cards: Introducing new documentation tools",
|
| 89 |
+
link="https://huggingface.co/blog/model-cards"
|
| 90 |
+
),
|
| 91 |
+
News(
|
| 92 |
+
title="Ethics & Society Newsletter #2: Let's talk about bias!",
|
| 93 |
+
link="https://huggingface.co/blog/ethics-soc-2"
|
| 94 |
+
)
|
| 95 |
+
],
|
| 96 |
+
spaces=[
|
| 97 |
+
Space(
|
| 98 |
+
title="A Watermark for Large Language Models",
|
| 99 |
+
id="tomg-group-umd/lm-watermarking"
|
| 100 |
+
),
|
| 101 |
+
Space(
|
| 102 |
+
title="Roots Search Tool",
|
| 103 |
+
id="bigscience-data/roots-search"
|
| 104 |
+
),
|
| 105 |
+
Space(
|
| 106 |
+
title="Diffusion Bias Explorer",
|
| 107 |
+
id="society-ethics/DiffusionBiasExplorer"
|
| 108 |
+
),
|
| 109 |
+
Space(
|
| 110 |
+
title="Disaggregators",
|
| 111 |
+
id="society-ethics/disaggregators"
|
| 112 |
+
)
|
| 113 |
+
]
|
| 114 |
+
)
|
| 115 |
+
socially_conscious = Category(
|
| 116 |
+
title="ποΈβπ¨οΈ Socially Conscious",
|
| 117 |
+
description="""
|
| 118 |
+
Socially Conscious work shows us how machine learning can be applied as a force for good!
|
| 119 |
+
<br><br>
|
| 120 |
+
Examples:
|
| 121 |
+
<br><br>
|
| 122 |
+
- Using machine learning as part of an effort to tackle climate change.
|
| 123 |
+
- Building tools to assist with medical research and practice.
|
| 124 |
+
- Models for text-to-speech, image captioning, and other tasks aimed at increasing accessibility.
|
| 125 |
+
- Creating systems for the digital humanities, such as for Indigenous language revitalization.
|
| 126 |
+
""",
|
| 127 |
+
news=[
|
| 128 |
+
News(
|
| 129 |
+
title="π¦ New dataset: LILA Camera Traps",
|
| 130 |
+
link="https://huggingface.co/datasets/society-ethics/lila_camera_traps"
|
| 131 |
+
),
|
| 132 |
+
News(
|
| 133 |
+
title="π§βπ¬ Deep Learning With Proteins",
|
| 134 |
+
link="https://huggingface.co/blog/deep-learning-with-proteins"
|
| 135 |
+
)
|
| 136 |
+
],
|
| 137 |
+
spaces=[
|
| 138 |
+
Space(
|
| 139 |
+
title="Comparing Captioning Models",
|
| 140 |
+
id="nielsr/comparing-captioning-models"
|
| 141 |
+
),
|
| 142 |
+
Space(
|
| 143 |
+
title="Whisper Speaker Diarization",
|
| 144 |
+
id="vumichien/whisper-speaker-diarization"
|
| 145 |
+
),
|
| 146 |
+
Space(
|
| 147 |
+
title="Speech Recognition from visual lip movement",
|
| 148 |
+
id="vumichien/lip_movement_reading"
|
| 149 |
+
),
|
| 150 |
+
Space(
|
| 151 |
+
title="Socratic Models Image Captioning",
|
| 152 |
+
id="Geonmo/socratic-models-image-captioning-with-BLOOM"
|
| 153 |
+
),
|
| 154 |
+
]
|
| 155 |
+
)
|
| 156 |
+
consentful = Category(
|
| 157 |
+
title="π€ Consentful",
|
| 158 |
+
description="""
|
| 159 |
+
[What is consentful tech?](https://www.consentfultech.io)
|
| 160 |
+
Consentful technology supports the self-determination of people who use and are affected by these technologies.
|
| 161 |
+
<br><br>
|
| 162 |
+
Examples of this can include:
|
| 163 |
+
<br><br>
|
| 164 |
+
- Demonstrating a commitment to acquiring data from willing, informed, and appropriately compensated sources.
|
| 165 |
+
- Designing systems that respect end-user autonomy, e.g. with privacy-preserving techniques.
|
| 166 |
+
- Avoiding extractive, chauvinist, ["dark"](https://www.deceptive.design), and otherwise "unethical" patterns of engagement.
|
| 167 |
+
""",
|
| 168 |
+
news=[
|
| 169 |
+
News(
|
| 170 |
+
title="The Stack - 3 TB of Permissively Licensed Source Code",
|
| 171 |
+
link="https://www.bigcode-project.org/docs/about/the-stack/"
|
| 172 |
+
)
|
| 173 |
+
],
|
| 174 |
+
spaces=[
|
| 175 |
+
Space(
|
| 176 |
+
title="Sentiment Analysis on Encrypted Data with FHE",
|
| 177 |
+
id="zama-fhe/encrypted_sentiment_analysis"
|
| 178 |
+
),
|
| 179 |
+
Space(
|
| 180 |
+
title="SantaCoder: Code Generation",
|
| 181 |
+
id="bigcode/santacoder-demo"
|
| 182 |
+
),
|
| 183 |
+
Space(
|
| 184 |
+
title="Data Anonymization in Autonomous Driving",
|
| 185 |
+
id="khaclinh/self-driving-anonymization"
|
| 186 |
+
),
|
| 187 |
+
Space(
|
| 188 |
+
title="Raising the Cost of Malicious AI-Powered Image Editing",
|
| 189 |
+
id="RamAnanth1/photoguard"
|
| 190 |
+
),
|
| 191 |
+
]
|
| 192 |
+
)
|
| 193 |
+
sustainable = Category(
|
| 194 |
+
title="π Sustainable",
|
| 195 |
+
description="""
|
| 196 |
+
These are Spaces that highlight and explore techniques for making machine learning ecologically sustainable.
|
| 197 |
+
<br><br>
|
| 198 |
+
Examples
|
| 199 |
+
<br><br>
|
| 200 |
+
- Tracking emissions from training and running inferences on large language models.
|
| 201 |
+
- Quantization and distillation methods to reduce carbon footprints without sacrificing model quality.
|
| 202 |
+
""",
|
| 203 |
+
news=[
|
| 204 |
+
News(
|
| 205 |
+
title="π New paper: Counting Carbon β Luccioni & Hernandez-Garcia, 2023",
|
| 206 |
+
link="https://twitter.com/SashaMTL/status/1626572394130292737"
|
| 207 |
+
),
|
| 208 |
+
News(
|
| 209 |
+
title="PEFT: Parameter-Efficient Fine-Tuning on Low-Resource Hardware",
|
| 210 |
+
link="https://huggingface.co/blog/peft"
|
| 211 |
+
)
|
| 212 |
+
],
|
| 213 |
+
spaces=[
|
| 214 |
+
Space(
|
| 215 |
+
title="Hugging Face Carbon Compare Tool",
|
| 216 |
+
id="huggingface/Carbon-Compare"
|
| 217 |
+
),
|
| 218 |
+
Space(
|
| 219 |
+
title="Image Classification with EfficientFormer-L1",
|
| 220 |
+
id="adirik/efficientformer"
|
| 221 |
+
),
|
| 222 |
+
Space(
|
| 223 |
+
title="EfficientNetV2 Deepfakes Video Detector",
|
| 224 |
+
id="Ron0420/EfficientNetV2_Deepfakes_Video_Detector"
|
| 225 |
+
),
|
| 226 |
+
]
|
| 227 |
+
)
|
| 228 |
+
inquisitive = Category(
|
| 229 |
+
title="π€ Inquisitive",
|
| 230 |
+
description="""
|
| 231 |
+
Some projects take a radical new approach to concepts which may have become commonplace. These projects, often rooted in critical theory, shine a light on inequities and power structures which challenge the community to rethink its relationship to technology.
|
| 232 |
+
<br><br>
|
| 233 |
+
Examples:
|
| 234 |
+
<br><br>
|
| 235 |
+
- Reframing AI and machine learning from Indigenous perspectives.
|
| 236 |
+
- Highlighting LGBTQIA2S+ marginalization in AI.
|
| 237 |
+
- Critiquing the harms perpetuated by AI systems.
|
| 238 |
+
- Discussing the role of "openness" in AI research.
|
| 239 |
+
""",
|
| 240 |
+
news=[
|
| 241 |
+
News(
|
| 242 |
+
title="π¦ DAIR's Stochastic Parrots Day is on March 17",
|
| 243 |
+
link="https://twitter.com/emilymbender/status/1627312284392640513"
|
| 244 |
+
),
|
| 245 |
+
News(
|
| 246 |
+
title="π New paper: The Gradient of Generative AI Release β Solaiman, 2023",
|
| 247 |
+
link="https://twitter.com/IreneSolaiman/status/1625158317378252800"
|
| 248 |
+
),
|
| 249 |
+
News(
|
| 250 |
+
title="βοΈ Diffusers has a brand new Ethical Guidelines doc!",
|
| 251 |
+
link="https://github.com/huggingface/diffusers/pull/2330"
|
| 252 |
+
)
|
| 253 |
+
],
|
| 254 |
+
spaces=[
|
| 255 |
+
Space(
|
| 256 |
+
title="Spanish Gender Neutralizer",
|
| 257 |
+
id="hackathon-pln-es/es_nlp_gender_neutralizer"
|
| 258 |
+
),
|
| 259 |
+
Space(
|
| 260 |
+
title="PAIR: Datasets Have Worldviews",
|
| 261 |
+
id="merve/dataset-worldviews"
|
| 262 |
+
),
|
| 263 |
+
|
| 264 |
+
]
|
| 265 |
+
)
|
| 266 |
+
|
| 267 |
+
categories = [rigorous, consentful, socially_conscious, sustainable, inclusive, inquisitive]
|
| 268 |
+
|
| 269 |
+
|
| 270 |
+
def news_card(news):
|
| 271 |
+
with gr.Box():
|
| 272 |
+
with gr.Row(elem_id="news-row"):
|
| 273 |
+
gr.Markdown(f"{news.title}")
|
| 274 |
+
button = gr.Button(elem_id="article-button", value="Read more π")
|
| 275 |
+
button.click(fn=None, _js=f"() => window.open('{news.link}')")
|
| 276 |
+
|
| 277 |
+
|
| 278 |
+
def space_card(space):
|
| 279 |
+
with gr.Box(elem_id="space-card"):
|
| 280 |
+
with gr.Row(elem_id="news-row"):
|
| 281 |
+
gr.Markdown(f"{space.title}")
|
| 282 |
+
button = gr.Button(elem_id="article-button", value="View π")
|
| 283 |
+
button.click(fn=None, _js=f"() => window.open('https://hf.space/{space.id}')")
|
| 284 |
+
|
| 285 |
+
|
| 286 |
+
def category_tab(category):
|
| 287 |
+
with gr.Tab(label=category.title, elem_id="news-tab"):
|
| 288 |
+
with gr.Row():
|
| 289 |
+
with gr.Column():
|
| 290 |
+
gr.Markdown(category.description, elem_id="margin-top")
|
| 291 |
+
with gr.Column():
|
| 292 |
+
gr.Markdown("### Hugging Face News π°")
|
| 293 |
+
[news_card(x) for x in category.news]
|
| 294 |
+
with gr.Tab(label="Spaces"):
|
| 295 |
+
with gr.Row(elem_id="spaces-flex"):
|
| 296 |
+
[space_card(x) for x in category.spaces]
|
| 297 |
+
with gr.Tab(label="Models - Coming Soon!"):
|
| 298 |
+
gr.Markdown("#### Check back soon for featured models π€")
|
| 299 |
+
with gr.Tab(label="Datasets - Coming Soon!"):
|
| 300 |
+
gr.Markdown("#### Check back soon for featured datasets π€")
|
| 301 |
+
|
| 302 |
+
|
| 303 |
+
with gr.Blocks(css="#margin-top {margin-top: 15px} #center {text-align: center;} #news-tab {padding: 15px;} #news-tab h3 {margin: 0px; text-align: center;} #news-tab p {margin: 0px;} #article-button {flex-grow: initial;} #news-row {align-items: center;} #spaces-flex {flex-wrap: wrap;} #space-card { display: flex; min-width: calc(90% / 3); max-width:calc(100% / 3); box-sizing: border-box;}") as demo:
|
| 304 |
+
with gr.Row(elem_id="center"):
|
| 305 |
+
gr.Markdown("# Ethics & Society at Hugging Face")
|
| 306 |
+
|
| 307 |
+
gr.Markdown("""
|
| 308 |
+
At Hugging Face, we are committed to operationalizing ethics at the cutting-edge of machine learning. This page is dedicated to highlighting projects β inside and outside Hugging Face β in order to encourage and support ethical AI. We wish to have an ongoing conversation when it comes to ethics; this means that this page will evolve over time, and your feedback is invaluable. Please open up an issue in the [Community tab](https://huggingface.co/docs/hub/repositories-pull-requests-discussions) to share your thoughts!
|
| 309 |
+
""")
|
| 310 |
+
|
| 311 |
+
with gr.Accordion(label="Want to learn more? Visit us over on the Hugging Face Discord!", open=False):
|
| 312 |
+
gr.Markdown("""
|
| 313 |
+
Follow these steps to join the discussion:
|
| 314 |
+
|
| 315 |
+
1. Go to [hf.co/join/discord](https://hf.co/join/discord) to join the Discord server.
|
| 316 |
+
2. Once you've registered, go to the `#role-assignment` channel.
|
| 317 |
+
3. Select the "Open Science" role.
|
| 318 |
+
4. Head over to `#ethics-and-society` to join the conversation π₯³
|
| 319 |
+
""", elem_id="margin-top")
|
| 320 |
+
|
| 321 |
+
gr.Markdown("""
|
| 322 |
+
### What does ethical AI look like?
|
| 323 |
+
|
| 324 |
+
We analyzed the submissions on Hugging Face Spaces and put together a set of 6 high-level categories for describing ethical machine learning work. Visit each tab to learn more about each category and to see what Hugging Face and its community have been up to!
|
| 325 |
+
""")
|
| 326 |
+
|
| 327 |
+
with gr.Column():
|
| 328 |
+
[category_tab(x) for x in categories]
|
| 329 |
+
|
| 330 |
+
demo.launch()
|