From 6de1f93a913704e21f1d7210bb356a7e1be5156e Mon Sep 17 00:00:00 2001 From: wanchichen Date: Wed, 27 Sep 2023 22:33:20 -0400 Subject: [PATCH 1/6] Blog --- _includes/figure.html | 35 + _includes/scripts/analytics.html | 18 + _includes/scripts/progressBar.html | 80 ++ _layouts/distill.html | 55 +- _plugins/details.rb | 24 + _posts/2018-12-22-distill.md | 112 +++ _posts/image.png | Bin 0 -> 98981 bytes .../bibliography/2018-12-22-distill.bib | 7 - _site/assets/css/main.css | 792 ++++++------------ _site/assets/css/main.css.map | 23 +- assets/bibliography/2018-12-22-distill.bib | 7 - .../bibliography/2023-09-24-foundations.bib | 73 ++ assets/img/blog/owsm_pipeline.png | Bin 0 -> 41648 bytes assets/img/blog/yodas_chars.png | Bin 0 -> 80297 bytes assets/img/blog/yodas_langs.png | Bin 0 -> 69820 bytes assets/js/distillpub/overrides.js | 24 + post_examples/2018-12-22-distill.md | 9 +- 17 files changed, 672 insertions(+), 587 deletions(-) create mode 100644 _includes/figure.html create mode 100644 _includes/scripts/analytics.html create mode 100644 _includes/scripts/progressBar.html create mode 100644 _plugins/details.rb create mode 100644 _posts/2018-12-22-distill.md create mode 100644 _posts/image.png delete mode 100644 _site/assets/bibliography/2018-12-22-distill.bib delete mode 100644 assets/bibliography/2018-12-22-distill.bib create mode 100644 assets/bibliography/2023-09-24-foundations.bib create mode 100644 assets/img/blog/owsm_pipeline.png create mode 100644 assets/img/blog/yodas_chars.png create mode 100644 assets/img/blog/yodas_langs.png create mode 100644 assets/js/distillpub/overrides.js diff --git a/_includes/figure.html b/_includes/figure.html new file mode 100644 index 00000000..eb3dc28f --- /dev/null +++ b/_includes/figure.html @@ -0,0 +1,35 @@ +{%- assign img_path = include.path | remove: ".jpg" | remove: ".jpeg" | remove: ".png" | remove: ".tiff" -%} + +
+ + + {% if site.imagemagick.enabled %} + {% for i in site.imagemagick.widths -%} + + {% endfor -%} + {% endif %} + + + + + + {%- if include.caption -%}
{{ include.caption }}
{%- endif %} + +
diff --git a/_includes/scripts/analytics.html b/_includes/scripts/analytics.html new file mode 100644 index 00000000..4a345d3e --- /dev/null +++ b/_includes/scripts/analytics.html @@ -0,0 +1,18 @@ +{%- if site.enable_google_analytics -%} + + + +{%- endif -%} +{%- if site.enable_cronitor_analytics -%} + + + +{%- endif -%} \ No newline at end of file diff --git a/_includes/scripts/progressBar.html b/_includes/scripts/progressBar.html new file mode 100644 index 00000000..1a3aa450 --- /dev/null +++ b/_includes/scripts/progressBar.html @@ -0,0 +1,80 @@ +{% if site.enable_progressbar %} + + + + +{%- endif %} \ No newline at end of file diff --git a/_layouts/distill.html b/_layouts/distill.html index f9459f1d..bc323ce8 100644 --- a/_layouts/distill.html +++ b/_layouts/distill.html @@ -1,15 +1,21 @@ + - {% include head.html %} + {%- include head.html %} + + {% include scripts/jquery.html %} {% include scripts/mathjax.html %} + + {% if page._styles %} + - {% endif %} + {%- endif %} @@ -18,7 +24,7 @@ "description": "{{ page.description }}", "published": "{{ page.date | date: '%B %-d, %Y' }}", "authors": [ - {% for author in page.authors %} + {% for author in page.authors -%} { "author": "{{ author.name }}", "authorURL": "{{ author.url }}", @@ -48,14 +54,12 @@ } - + - - {% include header.html %} + {%- include header.html %} -
@@ -66,6 +70,24 @@

{{ page.title }}

+ {% if page.toc -%} + + + + {%- endif %} + {{ content }} @@ -74,15 +96,22 @@

{{ page.title }}

+ + + {%- if site.disqus_shortname and page.disqus_comments -%} + {% include disqus.html %} + {%- endif %} + {%- if site.giscus.repo and page.giscus_comments -%} + {% include giscus.html %} + {%- endif -%} +
+ {%- include footer.html %} - {% include footer.html %} - + {% include scripts/bootstrap.html %} + {% include scripts/analytics.html %} + {% include scripts/progressBar.html %} - - - - diff --git a/_plugins/details.rb b/_plugins/details.rb new file mode 100644 index 00000000..fa12bf26 --- /dev/null +++ b/_plugins/details.rb @@ -0,0 +1,24 @@ +# Code from http://movb.de/jekyll-details-support.html + +module Jekyll + module Tags + class DetailsTag < Liquid::Block + + def initialize(tag_name, markup, tokens) + super + @caption = markup + end + + def render(context) + site = context.registers[:site] + converter = site.find_converter_instance(::Jekyll::Converters::Markdown) + caption = converter.convert(@caption).gsub(/<\/?p[^>]*>/, '').chomp + body = converter.convert(super(context)) + "
#{caption}#{body}
" + end + + end + end + end + + Liquid::Template.register_tag('details', Jekyll::Tags::DetailsTag) \ No newline at end of file diff --git a/_posts/2018-12-22-distill.md b/_posts/2018-12-22-distill.md new file mode 100644 index 00000000..3966a34d --- /dev/null +++ b/_posts/2018-12-22-distill.md @@ -0,0 +1,112 @@ +--- +layout: distill +title: Foundations for Speech Foundation Models +description: A summary of our recent work at WAVLab towards building large-scale speech foundation models +date: 2023-09-24 +giscus_comments: true + +authors: + - name: William Chen + url: "https://wanchichen.github.io/" + affiliations: + name: Carnegie Mellon University + - name: Shinji Watanabe + url: "https://sites.google.com/view/shinjiwatanabe" + affiliations: + name: Carnegie Mellon University + +bibliography: 2023-09-24-foundations.bib + +toc: + - name: "YODAS: 420k Hours of Annotated Multilingual Data" + - name: "OWSM: Understanding Large-scale Weak Supervision" + # if a section has subsections, you can add them as follows: + # subsections: + # - name: Example Child Subsection 1 + # - name: Example Child Subsection 2 + +# Below is an example of injecting additional post-specific styles. +# If you use this post as a template, delete this _styles block. +_styles: > + .fake-img { + background: #bbb; + border: 1px solid rgba(0, 0, 0, 0.1); + box-shadow: 0 0px 4px rgba(0, 0, 0, 0.1); + margin-bottom: 12px; + } + .fake-img p { + font-family: monospace; + color: white; + text-align: left; + margin: 12px 0; + text-align: center; + font-size: 16px; + } + +--- + +## Introduction +The explosion in generative AI has taken the world by storm: powerful pretrained models like GPT-4 and Stable Diffusion have already entered the mainstream media and consumer pockets. While the trend towards large-scale models is no different in speech, a concensus has yet to be seen on what techniques will drive the speech foundation models of tomorrow. To help enable this progress, we are very excited to share the techniques and resources we have been developing at WAVLab, many of which will be publicly released for both academic and commerical use in the coming weeks. + +If you're reading this in 2023, many of the discussed works will be presented at [ASRU](http://www.asru2023.org/). Check out our presentations in Taipei if you want more details about YODAS, the ML-SUPERB Challenge, OWSM, and WAVLabLM. + +## YODAS: 420k Hours of Annotated Multilingual Data +{% details Authors %} +*Xinjian Li, Shinnosuke Takamichi, Takaaki Saeki, William Chen, Sayaka Shiota, Shinji Watanabe* +{% enddetails %} +  + +Unlike text-driven Large Language Models, many spoken language tasks are inherently multi-modal: we often interact with these speech models through text, either as an input or output. This makes paired speech-text data a neccessity, but it is much more difficult to acquire compared to unpaired speech or unpaired text. Companies like Google and Meta are able to train large-scale speech foundation models through their access to considerable amounts of internal paired data that remain unreleased, often due to privacy or copyright restrictions. **How can researchers train more powerful models using the newest techniques, without access to sufficient amounts of data?** + +Our answer is YODAS, a Youtube-Oriented Dataset for Audio and Speech that consists of **over 500k hours of speech data across 140 languages, with 420k hours of the data having paired textual transcripts**. To create YODAS, we extensively crawled Youtube for about half a year, collecting both audio data and the provided transcriptions. These transcriptions however, are not synced with the speech. We need to first align each sentence in the transcript to timestamps in the audio, after which we can segment the audio into smaller clips. Without this step, the audio would be too long and not fit into the GPU for model training (we address this in a future work coming soon!). + +To perform the segmentation, we used a pre-trained acoustic model to align the speech and text. Along with the speech-text alignments, the model also gives us a score based off the CTC loss. We can thus use this as a metric to determine the quality of the aligned speech/text and filter out poor quality samples. A per-language and per-writing system breakdown of the filtered dataset are shown below: + +{% include figure.html path="assets/img/blog/yodas_langs.png" class="img-fluid rounded z-depth-0" zoomable=true %} +
+Total duration (measured in hours) of the dataset for the top 25 languages. Manual subtitles (blue) are uploaded by the user, while automatic subtitles are generated by Youtube (orange). +
+ +{% include figure.html path="assets/img/blog/yodas_chars.png" class="img-fluid rounded z-depth-0" zoomable=true %} +
+Number of occurences of each character type in the YODAS transcripts, on a log-scale. +
+ +**Most importantly, we only crawled videos released with a Creative Commons 3.0 License, meaning all of our data can be made open-source and even used commerically!** We plan to release the data over HuggingFace Datasets in the next months, so stay tuned! If you're interested in more details about our crawling method or data distribution, the paper will also be released on arXiv soon. + +## OWSM: Understanding Large-scale Weak Supervision + +{% details Authors %} +*Yifan Peng, Jinchuan Tian, Brian Yan, Dan Berrebbi, Xuankai Chang, Xinjian Li, Jiatong Shi, Siddhant Arora, William Chen, Roshan Sharma, Wangyou Zhang, Yui Sudo, Muhammad Shakeel, Jee-weon Jung, Soumi Maiti, Shinji Watanabe* +{% enddetails %} +  + +While the attention of speech researchers has been mostly occupied by self-supervised BERT-style models in the past several years, the introduction of Whisper has significantly strengthened the case for semi-supervised / weakly-supervised models. Whisper is trained on an extremely large scale collection of paired speech/text data, sacrificing data quality for quantity. This leads to very impressive zero-shot performance on new domains and tasks, such as unseen speech translation pairs and code-switched ASR . + +But using such large-scale proprietary models for research is risky. As the scale of AI models grow, the chance of data corruption only gets higher. **How can researchers understand the capabilites of these models without knowing the data they are trained on?** Our goal is to produce a model with the capabilities of Whisper, but with full transparency on the training data. We are excited to share our first steps towards this direction: OWSM (Open Whisper-style Speech Model). + +Similar to Whisper, OWSM is a Transformer encoder-decoder trained on 30 second segments of paired speech/text data. The model is trained to perform multiple tasks, such as ASR, language identification, speech translation, and timestamp prediction. However, there are also a few key differences. OWSM downsamples the input by 4 times instead of 2 times, for better training efficiency. We also employ an auxilliary CTC loss, which stabilizes training. It also allows OWSM to perform joint CTC/attention decoding, which helps prevents repeated tokens and makes inference parameters easier to tune. Finally, OWSM supports any-to-any speech translation, while Whisper can only perform any-to-English. + +{% include figure.html path="assets/img/blog/owsm_pipeline.png" class="img-fluid rounded z-depth-0" zoomable=true %} +
+Training pipeline of OWSM. +
+ +OWSM is trained exclusively on publicly accessible datasets, which totals to over 180k hours of speech, roughly a quarter to that of Whisper's 680k. **This makes OWSM by far the largest speech model trained by an academic group, and rivals many proposed by industrial research labs.** Training the final version of OWSM took 10 days on 64 A100 40GB GPUs, or about 15,400 GPU hours. Counting our abalations and scaling experiments, we consumed around 36,000 total GPU hours, or about half of our computational budget for the whole year! The complete details will be included in the arxiv edition of our paper. **We will be working to scale OWSM to 1 million hours of data. So if you want collaborate/sponsor the next generation of spoken language models, don't hesitate to reach out!** + + +## WAVLabLM: Multilingual Self-Supervised Speech Representations +{% details Authors %} +*William Chen, Jiatong Shi, Brian Yan, Dan Berrebbi, Wangyou Zhang, Yifan Peng, Xuankai Chang, Soumi Maiti, Shinji Watanabe* +{% enddetails %} +  + +## ML-SUPERB: Community-Driven Benchmarking for over 200 Languages +{% details Authors %} +*Jiatong Shi, Dan Berrebbi, William Chen, Ho-Lam Chung, En-Pei Hu, Wei Ping Huang, Xuankai Chang, Shang-Wen Li, Abdelrahman Mohamed, Hung-yi Lee, Shinji Watanabe* +{% enddetails %} +  + + +## VoxtLM: Multi-task Spoken Language Modelling + diff --git a/_posts/image.png b/_posts/image.png new file mode 100644 index 0000000000000000000000000000000000000000..5ad083e619711ca831a61b6bde6722aa39e0f578 GIT binary patch literal 98981 zcmZU*c|6o#`1en;WSb=WFiMszV~w$sBs-~WgCyA!gM_TvvL|cyU6D2WZpJSAQjukh 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a/_site/assets/bibliography/2018-12-22-distill.bib +++ /dev/null @@ -1,7 +0,0 @@ -@article{gregor2015draw, - title={DRAW: A recurrent neural network for image generation}, - author={Gregor, Karol and Danihelka, Ivo and Graves, Alex and Rezende, Danilo Jimenez and Wierstra, Daan}, - journal={arXiv preprint, arXiv:1502.04623}, - year={2015}, - url={https://arxiv.org/pdf/1502.04623.pdf} -} diff --git a/_site/assets/css/main.css b/_site/assets/css/main.css index e2658488..4dbe203f 100644 --- a/_site/assets/css/main.css +++ b/_site/assets/css/main.css @@ -1,554 +1,242 @@ -/******************************************************************************* - * Variables used throughout the theme. - * To adjust anything, simply edit the variables below and rebuild the theme. - ******************************************************************************/ -/******************************************************************************* - * Themes - ******************************************************************************/ -:root { - --global-bg-color: #ffffff; - --global-code-bg-color: rgba(181, 9, 172, 0.05); - --global-text-color: #000000; - --global-text-color-light: #828282; - --global-theme-color: #B509AC; - --global-hover-color: #B509AC; - --global-footer-bg-color: #424242; - --global-footer-text-color: #e8e8e8; - --global-footer-link-color: #ffffff; - --global-distill-app-color: #828282; -} -:root .fa-sun { - display: none; -} -:root .fa-moon { - padding-left: 10px; - padding-top: 12px; - display: block; -} - -html[data-theme=dark] { - --global-bg-color: #424242; - --global-code-bg-color: #2c3237; - --global-text-color: #e8e8e8; - --global-text-color-light: #e8e8e8; - --global-theme-color: #2698BA; - --global-hover-color: #2698BA; - --global-footer-bg-color: #e8e8e8; - --global-footer-text-color: #424242; - --global-footer-link-color: #000000; - --global-distill-app-color: #e8e8e8; -} -html[data-theme=dark] .fa-sun { - padding-left: 10px; - padding-top: 12px; - display: block; -} -html[data-theme=dark] .fa-moon { - display: none; -} - -/****************************************************************************** - * Content - ******************************************************************************/ -body { - padding-bottom: 70px; - color: var(--global-text-color); - background-color: var(--global-bg-color); -} - -body.fixed-top-nav { - padding-top: 56px; -} - -body.sticky-bottom-footer { - padding-bottom: 0; -} - -.container { - max-width: 1000px; -} - -.profile img { - width: 100%; -} - -/****************************************************************************** - * Publications - ******************************************************************************/ -/***************************************************************************** -* Projects -*****************************************************************************/ 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var(--global-theme-color); - background-color: var(--global-code-bg-color); - border-radius: 3px; - padding: 3px 3px; -} - -html.transition, -html.transition *, -html.transition *:before, -html.transition *:after { - transition: all 750ms !important; - transition-delay: 0 !important; -} - -/******************************************************************************* - * Style overrides for distill blog posts. - ******************************************************************************/ -d-byline { - border-top-color: #e8e8e8 !important; -} - -d-byline h3 { - color: var(--global-text-color) !important; -} - -d-byline a, d-article d-byline a { - color: var(--global-text-color) !important; -} -d-byline a:hover, d-article d-byline a:hover { - color: var(--global-hover-color) !important; -} - -d-article { - border-top-color: #e8e8e8 !important; -} -d-article a, d-article p, d-article h1, d-article h2, d-article h3, d-article h4, d-article h5, d-article h6 { - color: var(--global-text-color) !important; -} -d-article a, d-article h1, d-article h2, d-article hr { - border-bottom-color: #e8e8e8 !important; -} -d-article a:hover { - border-bottom-color: var(--global-hover-color) !important; -} - -d-appendix { - border-top-color: #e8e8e8 !important; - color: var(--global-distill-app-color) !important; -} -d-appendix h3, d-appendix li, d-appendix span { - color: var(--global-distill-app-color) !important; -} -d-appendix a, d-appendix a.footnote-backlink { - color: var(--global-distill-app-color) !important; -} -d-appendix a:hover, d-appendix a.footnote-backlink:hover { - color: var(--global-hover-color) !important; -} +/******************************************************************************* Variables used throughout the theme. To adjust anything, simply edit the variables below and rebuild the theme. */ +/******************************************************************************* Themes */ +:root { --global-bg-color: #ffffff; --global-code-bg-color: rgba(181, 9, 172, 0.05); --global-text-color: #000000; --global-text-color-light: #828282; --global-theme-color: #B509AC; --global-hover-color: #B509AC; --global-footer-bg-color: #424242; --global-footer-text-color: #e8e8e8; --global-footer-link-color: #ffffff; --global-distill-app-color: #828282; } + +:root .fa-sun { display: none; } + +:root .fa-moon { padding-left: 10px; padding-top: 12px; display: block; } + +html[data-theme='dark'] { --global-bg-color: #424242; --global-code-bg-color: #2c3237; --global-text-color: #e8e8e8; --global-text-color-light: #e8e8e8; --global-theme-color: #2698BA; --global-hover-color: #2698BA; --global-footer-bg-color: #e8e8e8; --global-footer-text-color: #424242; --global-footer-link-color: #000000; --global-distill-app-color: #e8e8e8; } + +html[data-theme='dark'] .fa-sun { padding-left: 10px; padding-top: 12px; display: block; } + +html[data-theme='dark'] .fa-moon { display: none; } + +/****************************************************************************** Content */ +body { padding-bottom: 70px; color: var(--global-text-color); background-color: var(--global-bg-color); } + +body.fixed-top-nav { padding-top: 56px; } + +body.sticky-bottom-footer { padding-bottom: 0; } + +.container { max-width: 1000px; } + +.profile img { width: 100%; } + +/****************************************************************************** Publications */ +/***************************************************************************** Projects */ +/******************************************************************************* Styles for the base elements of the theme. */ +p, h1, h2, h3, h4, h5, h6, em, div, span, strong { color: var(--global-text-color); } + +a, table.table a { color: var(--global-theme-color); } + +a:hover, table.table a:hover { color: var(--global-theme-color); text-decoration: underline; } + +a:hover:after, table.table a:hover:after { width: 100%; } + +.equation { margin-bottom: 1rem; text-align: center; } + +.caption { font-size: 0.875rem; margin-top: 0.75rem; margin-bottom: 1.5rem; text-align: center; } + +.citation, .citation-number { color: var(--global-theme-color); } + +.profile { margin-left: 1rem; width: 100%; } + +.profile .address { margin-bottom: 5px; margin-top: 5px; font-family: monospace; font-size: 1.2rem; } + +.profile .address p { display: inline-block; margin: 0; } + +@media (min-width: 576px) { .profile { width: 30%; } .profile .address p { display: block; } } + +.post-description { margin-bottom: 2rem; font-size: 0.875rem; } + +.post-description a { color: inherit; } + +.post-description a:hover { color: var(--global-theme-color); text-decoration: none; } + +.navbar { box-shadow: none; border-bottom: 1px solid #e8e8e8; background-color: var(--global-bg-color); opacity: 0.95; } + +.navbar.navbar-light a:hover { text-decoration: none; } + +.navbar.navbar-light .navbar-brand { color: var(--global-text-color); } + +.navbar.navbar-light .navbar-nav .nav-item .nav-link { color: var(--global-text-color); } + +.navbar.navbar-light .navbar-nav .nav-item .nav-link:hover { color: var(--global-hover-color); } + +.navbar.navbar-light .navbar-nav .nav-item.active > .nav-link { background-color: inherit; font-weight: bolder; color: var(--global-theme-color); } + +.navbar.navbar-light .navbar-nav .nav-item.active > .nav-link:hover { color: var(--global-hover-color); } + +.navbar.navbar-light .navbar-brand.social { padding-bottom: 0; padding-top: 0; font-size: 1.7rem; } + +.navbar.navbar-light .navbar-brand.social a i::before { color: var(--global-text-color); -webkit-transition: all 0.2s ease-in-out; } + +.navbar.navbar-light .navbar-brand.social a:hover i::before { color: var(--global-theme-color); } + +.navbar-toggler .icon-bar { display: block; width: 22px; height: 2px; background-color: var(--global-text-color); border-radius: 1px; margin-bottom: 4px; transition: all 0.2s; } + +.navbar-toggler .top-bar { transform: rotate(45deg); transform-origin: 10% 10%; } + +.navbar-toggler .middle-bar { opacity: 0; } + +.navbar-toggler .bottom-bar { transform: rotate(-45deg); transform-origin: 10% 90%; } + +.navbar-toggler.collapsed .top-bar { transform: rotate(0); } + +.navbar-toggler.collapsed .middle-bar { opacity: 1; } + +.navbar-toggler.collapsed .bottom-bar { transform: rotate(0); } + +.news table td { font-size: 1rem; color: var(--global-text-color); } + +.news table th { color: var(--global-text-color); } + +.social { text-align: center; } + +.social .contact-icons { font-size: 4rem; } + +.social .contact-icons a i::before { color: var(--global-text-color); -webkit-transition: all 0.2s ease-in-out; } + +.social .contact-icons a:hover i::before { color: var(--global-theme-color); } + +.social .contact-note { font-size: 0.8rem; } + +footer.fixed-bottom { background-color: var(--global-footer-bg-color); font-size: 0.75rem; } + +footer.fixed-bottom .container { color: var(--global-footer-text-color); padding-top: 9px; padding-bottom: 8px; } + +footer.fixed-bottom a { color: var(--global-footer-link-color); } + +footer.fixed-bottom a:hover { color: var(--global-theme-color); text-decoration: none; } + +footer.sticky-bottom { border-top: 1px solid #e8e8e8; padding-top: 40px; padding-bottom: 40px; font-size: 0.9rem; } + +.header-bar { border-bottom: 1px solid #e8e8e8; text-align: center; padding-top: 2rem; padding-bottom: 5rem; } + +.header-bar h1 { color: var(--global-theme-color); font-size: 5rem; } + +.post-list { margin: 0; margin-bottom: 40px; padding: 0; } + +.post-list li { border-bottom: 1px solid #e8e8e8; list-style: none; padding-top: 2rem; padding-bottom: 2rem; } + +.post-list li .post-meta { color: var(--global-text-color-light); font-size: 0.875rem; margin-bottom: 0; } + +.post-list li a { color: var(--global-text-color); text-decoration: none; } + +.post-list li a:hover { color: var(--global-theme-color); } + +.pagination .page-item .page-link { color: var(--global-text-color); } + +.pagination .page-item .page-link:hover { color: #000000; } + +.pagination .page-item.active .page-link { color: #ffffff; background-color: var(--global-theme-color); } + +.pagination .page-item.active .page-link:hover { background-color: var(--global-theme-color); } + +.distill a:hover { border-bottom-color: var(--global-theme-color); text-decoration: none; } + +.projects .card-item { width: auto; margin-bottom: 10px; } + +.projects .card-item a { text-decoration: none; } + +.projects .card-item .row { display: flex; align-items: center; } + +.projects .card-item .card img { width: 100%; } + +.projects .grid-item { width: 250px; margin-bottom: 10px; } + +.projects .grid-item a { color: black; text-decoration: none; } + +.projects .grid-item a:hover { color: var(--global-theme-color); } + +.projects .grid-item .card img { width: 100%; } + +.projects .grid-item .card .card-title { color: #000000; } + +.projects h2.category { color: #e8e8e8; border-bottom: 1px solid #e8e8e8; padding-top: 0.5rem; margin-top: 2rem; margin-bottom: 1rem; text-align: right; } + +.publications { margin-top: 2rem; } + +.publications h1 { color: var(--global-theme-color); font-size: 2rem; text-align: center; margin-top: 1em; margin-bottom: 1em; } + +.publications h2 { margin-bottom: 1rem; } + +.publications h2 span { font-size: 1.5rem; } + +.publications h2.year { color: #e8e8e8; border-top: 1px solid #e8e8e8; padding-top: 1rem; margin-top: 2rem; margin-bottom: -2rem; text-align: right; } + +.publications ol.bibliography { list-style: none; padding: 0; margin-top: 0; } + +.publications ol.bibliography li { margin-bottom: 1rem; } + +.publications ol.bibliography li .abbr { height: 2rem; margin-bottom: 0.5rem; } + +.publications ol.bibliography li .abbr abbr { display: inline-block; background-color: var(--global-theme-color); padding-left: 1rem; padding-right: 1rem; } + +.publications ol.bibliography li .abbr abbr a { color: white; } + +.publications ol.bibliography li .abbr abbr a:hover { text-decoration: none; } + +.publications ol.bibliography li .abbr .award { color: var(--global-theme-color) !important; border: 1px solid var(--global-theme-color); } + +.publications ol.bibliography li .title { font-weight: bolder; } + +.publications ol.bibliography li .author a { border-bottom: 1px dashed var(--global-theme-color); } + +.publications ol.bibliography li .author a:hover { border-bottom-style: solid; text-decoration: none; } + +.publications ol.bibliography li .author > em { border-bottom: 1px solid; font-style: normal; } + +.publications ol.bibliography li .links a.btn { color: var(--global-text-color); border: 1px solid var(--global-text-color); padding-left: 1rem; padding-right: 1rem; padding-top: 0.25rem; padding-bottom: 0.25rem; } + +.publications ol.bibliography li .links a.btn:hover { color: var(--global-theme-color); border-color: var(--global-theme-color); } + +.publications ol.bibliography li .hidden { font-size: 0.875rem; max-height: 0px; overflow: hidden; text-align: justify; -webkit-transition: 0.15s ease; -moz-transition: 0.15s ease; -ms-transition: 0.15s ease; -o-transition: 0.15s ease; transition: all 0.15s ease; } + +.publications ol.bibliography li .hidden p { line-height: 1.4em; margin: 10px; } + +.publications ol.bibliography li .hidden pre { font-size: 1em; line-height: 1.4em; padding: 10px; } + +.publications ol.bibliography li .hidden.open { max-height: 100em; -webkit-transition: 0.15s ease; -moz-transition: 0.15s ease; -ms-transition: 0.15s ease; -o-transition: 0.15s ease; transition: all 0.15s ease; } + +.publications ol.bibliography li div.abstract.hidden { border: dashed 1px var(--global-bg-color); } + +.publications ol.bibliography li div.abstract.hidden.open { border-color: var(--global-text-color); } + +figure.highlight { margin: 0 0 1rem; } + +pre { color: var(--global-theme-color); background-color: var(--global-code-bg-color); border-radius: 6px; padding: 6px 12px; } + +pre pre, pre code { background-color: transparent; border-radius: 0; padding: 0; } + +code { color: var(--global-theme-color); background-color: var(--global-code-bg-color); border-radius: 3px; padding: 3px 3px; } + +html.transition, html.transition *, html.transition *:before, html.transition *:after { transition: all 750ms !important; transition-delay: 0 !important; } + +/******************************************************************************* Style overrides for distill blog posts. */ +d-byline { border-top-color: #e8e8e8 !important; } + +d-byline h3 { color: var(--global-text-color) !important; } + +d-byline a, d-article d-byline a { color: var(--global-text-color) !important; } + +d-byline a:hover, d-article d-byline a:hover { color: var(--global-hover-color) !important; } + +d-article { border-top-color: #e8e8e8 !important; } + +d-article a, d-article p, d-article h1, d-article h2, d-article h3, d-article h4, d-article h5, d-article h6 { color: var(--global-text-color) !important; } + +d-article a, d-article h1, d-article h2, d-article hr { border-bottom-color: #e8e8e8 !important; } + +d-article a:hover { border-bottom-color: var(--global-hover-color) !important; } + +d-appendix { border-top-color: #e8e8e8 !important; color: var(--global-distill-app-color) !important; } + +d-appendix h3, d-appendix li, d-appendix span { color: var(--global-distill-app-color) !important; } + +d-appendix a, d-appendix a.footnote-backlink { color: var(--global-distill-app-color) !important; } + +d-appendix a:hover, d-appendix a.footnote-backlink:hover { color: var(--global-hover-color) !important; } /*# sourceMappingURL=main.css.map */ \ No newline at end of file diff --git a/_site/assets/css/main.css.map b/_site/assets/css/main.css.map index 7cf18ccd..3757cb3c 100644 --- 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* Variables used throughout the theme.\n * To adjust anything, simply edit the variables below and rebuild the theme.\n ******************************************************************************/\n\n\n// Colors\n$red-color: #FF3636 !default;\n$red-color-dark: #B71C1C !default;\n$orange-color: #F29105 !default;\n$blue-color: #0076df !default;\n$blue-color-dark: #00369f !default;\n$cyan-color: #2698BA !default;\n$light-cyan-color: lighten($cyan-color, 25%);\n$green-color: #00ab37 !default;\n$green-color-lime: #B7D12A !default;\n$green-color-dark: #009f06 !default;\n$green-color-light: #ddffdd !default;\n$green-color-bright: #11D68B !default;\n$purple-color: #B509AC !default;\n$light-purple-color: lighten($purple-color, 25%);\n$pink-color: #f92080 !default;\n$pink-color-light: #ffdddd !default;\n$yellow-color: #efcc00 !default;\n\n$grey-color: #828282 !default;\n$grey-color-light: lighten($grey-color, 40%);\n$grey-color-dark: darken($grey-color, 25%);\n\n$white-color: #ffffff !default;\n$black-color: #000000 !default;\n\n\n// Theme colors\n\n$code-bg-color-light: rgba($purple-color, 0.05);\n$code-bg-color-dark: #2c3237 !default;\n\n","/*******************************************************************************\r\n * Themes\r\n ******************************************************************************/\r\n \r\n:root {\r\n --global-bg-color: #{$white-color};\r\n --global-code-bg-color: #{$code-bg-color-light};\r\n --global-text-color: #{$black-color};\r\n --global-text-color-light: #{$grey-color};\r\n --global-theme-color: #{$purple-color};\r\n --global-hover-color: #{$purple-color};\r\n --global-footer-bg-color: #{$grey-color-dark};\r\n --global-footer-text-color: #{$grey-color-light};\r\n --global-footer-link-color: #{$white-color};\r\n --global-distill-app-color: #{$grey-color};\r\n\r\n .fa-sun {\r\n display : none;\r\n }\r\n .fa-moon {\r\n padding-left: 10px;\r\n padding-top: 12px;\r\n display : block;\r\n }\r\n}\r\n\r\nhtml[data-theme='dark'] {\r\n --global-bg-color: #{$grey-color-dark};\r\n --global-code-bg-color: #{$code-bg-color-dark};\r\n --global-text-color: #{$grey-color-light};\r\n --global-text-color-light: #{$grey-color-light};\r\n --global-theme-color: #{$cyan-color};\r\n --global-hover-color: #{$cyan-color};\r\n --global-footer-bg-color: #{$grey-color-light};\r\n --global-footer-text-color: #{$grey-color-dark};\r\n --global-footer-link-color: #{$black-color};\r\n --global-distill-app-color: #{$grey-color-light};\r\n\r\n .fa-sun {\r\n padding-left: 10px;\r\n padding-top: 12px;\r\n display : block;\r\n }\r\n .fa-moon {\r\n display : none;\r\n }\r\n}\r\n","/******************************************************************************\n * Content\n ******************************************************************************/\n\n body {\n padding-bottom: 70px;\n color: var(--global-text-color);\n background-color: var(--global-bg-color);\n }\n\n body.fixed-top-nav {\n // Add some padding for the nav-bar.\n padding-top: 56px;\n }\n\n body.sticky-bottom-footer {\n // Remove padding below footer.\n padding-bottom: 0;\n }\n\n.container {\n max-width: $max-content-width;\n}\n\n// Profile\n.profile {\n img {\n width: 100%;\n }\n}\n\n// TODO: redefine content layout.\n\n\n/******************************************************************************\n * Publications\n ******************************************************************************/\n\n// TODO: redefine publications layout.\n\n\n/*****************************************************************************\n* Projects\n*****************************************************************************/\n\n// TODO: redefine projects layout.\n","@charset \"utf-8\";\n\n// Dimensions\n$max-content-width: 1000px;\n\n@import\n \"variables\",\n \"themes\",\n \"layout\",\n \"base\",\n \"distill\"\n;\n\n","/*******************************************************************************\n * Styles for the base elements of the theme.\n ******************************************************************************/\n\n// Typography\n\np, h1, h2, h3, h4, h5, h6, em, div, span, strong {\n color: var(--global-text-color);\n}\n\na, table.table a {\n color: var(--global-theme-color);\n &:hover {\n color: var(--global-theme-color);\n text-decoration: underline;\n }\n &:hover:after {\n width: 100%;\n }\n}\n\n// Math\n\n.equation {\n margin-bottom: 1rem;\n text-align: center;\n}\n\n// Caption\n\n.caption {\n font-size: 0.875rem;\n margin-top: 0.75rem;\n margin-bottom: 1.5rem;\n text-align: center;\n}\n\n// Citation\n.citation, .citation-number {\n color: var(--global-theme-color);\n}\n\n// Profile\n\n.profile {\n margin-left: 1rem;\n width: 100%;\n\n .address {\n margin-bottom: 5px;\n margin-top: 5px;\n font-family: monospace;\n font-size: 1.2rem;\n p {\n display: inline-block;\n margin: 0;\n }\n }\n}\n\n@media (min-width: 576px) {\n .profile {\n width: 30%;\n .address {\n p { display: block; }\n }\n }\n}\n\n.post-description {\n margin-bottom: 2rem;\n font-size: 0.875rem;\n a {\n color: inherit;\n &:hover {\n color: var(--global-theme-color);\n text-decoration: none;\n }\n }\n}\n\n\n// Navbar customization\n\n.navbar {\n box-shadow: none;\n border-bottom: 1px solid $grey-color-light;\n background-color: var(--global-bg-color);\n opacity: 0.95;\n}\n.navbar.navbar-light {\n a {\n &:hover {\n text-decoration: none;\n }\n }\n .navbar-brand {\n color: var(--global-text-color);\n }\n .navbar-nav .nav-item .nav-link {\n color: var(--global-text-color);\n &:hover {\n color: var(--global-hover-color);\n }\n }\n .navbar-nav .nav-item.active>.nav-link {\n background-color: inherit;\n font-weight: bolder;\n color: var(--global-theme-color);\n &:hover {\n color: var(--global-hover-color);\n }\n }\n .navbar-brand.social {\n padding-bottom: 0;\n padding-top: 0;\n font-size: 1.7rem;\n a {\n i::before {\n color: var(--global-text-color);\n -webkit-transition: all 0.2s ease-in-out;\n }\n &:hover {\n i::before {\n color: var(--global-theme-color);\n }\n }\n }\n }\n}\n\n.navbar-toggler {\n .icon-bar {\n display: block;\n width: 22px;\n height: 2px;\n background-color: var(--global-text-color);\n border-radius: 1px;\n margin-bottom: 4px;\n transition: all 0.2s;\n }\n .top-bar {\n transform: rotate(45deg);\n transform-origin: 10% 10%;\n }\n .middle-bar {\n opacity: 0;\n }\n .bottom-bar {\n transform: rotate(-45deg);\n transform-origin: 10% 90%;\n }\n}\n\n.navbar-toggler.collapsed {\n .top-bar {\n transform: rotate(0);\n }\n .middle-bar {\n opacity: 1;\n }\n .bottom-bar {\n transform: rotate(0);\n }\n}\n\n\n// News\n\n.news table td {\n font-size: 1rem;\n color: var(--global-text-color);\n}\n\n.news table th {\n color: var(--global-text-color);\n}\n\n// Social (bottom)\n\n.social {\n text-align: center;\n .contact-icons {\n font-size: 4rem;\n a {\n i::before {\n color: var(--global-text-color);\n -webkit-transition: all 0.2s ease-in-out;\n }\n &:hover {\n i::before {\n color: var(--global-theme-color);\n }\n }\n }\n }\n .contact-note {\n font-size: 0.8rem;\n }\n}\n\n\n// Footer\nfooter.fixed-bottom {\n background-color: var(--global-footer-bg-color);\n font-size: 0.75rem;\n .container {\n color: var(--global-footer-text-color);\n padding-top: 9px;\n padding-bottom: 8px;\n }\n a {\n color: var(--global-footer-link-color);\n &:hover {\n color: var(--global-theme-color);\n text-decoration: none;\n }\n }\n}\n\nfooter.sticky-bottom {\n border-top: 1px solid $grey-color-light;\n padding-top: 40px;\n padding-bottom: 40px;\n font-size: 0.9rem;\n}\n\n\n// Blog\n\n.header-bar {\n border-bottom: 1px solid $grey-color-light;\n text-align: center;\n padding-top: 2rem;\n padding-bottom: 5rem;\n h1 {\n color: var(--global-theme-color);\n font-size: 5rem;\n }\n}\n\n.post-list {\n margin: 0;\n margin-bottom: 40px;\n padding: 0;\n li {\n border-bottom: 1px solid $grey-color-light;\n list-style: none;\n padding-top: 2rem;\n padding-bottom: 2rem;\n .post-meta {\n color: var(--global-text-color-light);\n font-size: 0.875rem;\n margin-bottom: 0;\n }\n a {\n color: var(--global-text-color);\n text-decoration: none;\n &:hover {\n color: var(--global-theme-color);\n }\n }\n }\n}\n\n.pagination {\n .page-item {\n .page-link {\n color: var(--global-text-color);\n &:hover {\n color: $black-color;\n }\n }\n &.active .page-link {\n color: $white-color;\n background-color: var(--global-theme-color);\n &:hover {\n background-color: var(--global-theme-color);\n }\n }\n }\n}\n\n\n// Distill\n\n.distill {\n a:hover {\n border-bottom-color: var(--global-theme-color);\n text-decoration: none;\n }\n}\n\n\n// Projects\n\n.projects {\n .card-item {\n width: auto;\n margin-bottom: 10px;\n\n a {\n text-decoration: none;\n }\n\n .row {\n display: flex;\n align-items: center;\n }\n\n .card {\n img {\n width: 100%;\n }\n }\n }\n\n .grid-item {\n width: 250px;\n margin-bottom: 10px;\n\n a {\n color: black;\n text-decoration: none;\n\n &:hover {\n color: var(--global-theme-color);\n }\n }\n\n .card {\n img {\n width: 100%;\n }\n .card-title {\n color: $black-color;\n }\n }\n }\n\n h2.category {\n color: $grey-color-light;\n border-bottom: 1px solid $grey-color-light;\n padding-top: 0.5rem;\n margin-top: 2rem;\n margin-bottom: 1rem;\n text-align: right;\n }\n}\n\n\n// Publications\n\n.publications {\n margin-top: 2rem;\n h1 {\n color: var(--global-theme-color);\n font-size: 2rem;\n text-align: center;\n margin-top: 1em;\n margin-bottom: 1em;\n }\n h2 {\n margin-bottom: 1rem;\n span {\n font-size: 1.5rem;\n }\n }\n h2.year {\n color: $grey-color-light;\n border-top: 1px solid $grey-color-light;\n padding-top: 1rem;\n margin-top: 2rem;\n margin-bottom: -2rem;\n text-align: right;\n }\n ol.bibliography {\n list-style: none;\n padding: 0;\n margin-top: 0;\n\n li {\n margin-bottom: 1rem;\n .abbr {\n height: 2rem;\n margin-bottom: 0.5rem;\n abbr {\n display: inline-block;\n background-color: var(--global-theme-color);\n padding-left: 1rem;\n padding-right: 1rem;\n a {\n color: white;\n &:hover {\n text-decoration: none;\n }\n }\n }\n .award {\n color: var(--global-theme-color) !important;\n border: 1px solid var(--global-theme-color);\n }\n }\n .title {\n font-weight: bolder;\n }\n .author {\n a {\n border-bottom: 1px dashed var(--global-theme-color);\n &:hover {\n border-bottom-style: solid;\n text-decoration: none;\n }\n }\n > em {\n border-bottom: 1px solid;\n font-style: normal;\n }\n }\n .links {\n a.btn {\n color: var(--global-text-color);\n border: 1px solid var(--global-text-color);\n padding-left: 1rem;\n padding-right: 1rem;\n padding-top: 0.25rem;\n padding-bottom: 0.25rem;\n &:hover {\n color: var(--global-theme-color);\n border-color: var(--global-theme-color);\n }\n }\n }\n .hidden {\n font-size: 0.875rem;\n max-height: 0px;\n overflow: hidden;\n text-align: justify;\n -webkit-transition: 0.15s ease;\n -moz-transition: 0.15s ease;\n -ms-transition: 0.15s ease;\n -o-transition: 0.15s ease;\n transition: all 0.15s ease;\n\n p {\n line-height: 1.4em;\n margin: 10px;\n }\n pre {\n font-size: 1em;\n line-height: 1.4em;\n padding: 10px;\n }\n }\n .hidden.open {\n max-height: 100em;\n -webkit-transition: 0.15s ease;\n -moz-transition: 0.15s ease;\n -ms-transition: 0.15s ease;\n -o-transition: 0.15s ease;\n transition: all 0.15s ease;\n }\n div.abstract.hidden {\n border: dashed 1px var(--global-bg-color);\n }\n div.abstract.hidden.open {\n border-color: var(--global-text-color);\n }\n }\n }\n}\n\n// Rouge Color Customization\nfigure.highlight {\n margin: 0 0 1rem;\n}\n\npre {\n color: var(--global-theme-color);\n background-color: var(--global-code-bg-color);\n border-radius: 6px;\n padding: 6px 12px;\n pre, code {\n background-color: transparent;\n border-radius: 0;\n padding: 0;\n }\n}\n\ncode {\n color: var(--global-theme-color);\n background-color: var(--global-code-bg-color);\n border-radius: 3px;\n padding: 3px 3px;\n}\n\n\n// Transitioning Themes\nhtml.transition,\nhtml.transition *,\nhtml.transition *:before,\nhtml.transition *:after {\n transition: all 750ms !important;\n transition-delay: 0 !important;\n}\n","/*******************************************************************************\n * Style overrides for distill blog posts.\n ******************************************************************************/\n\nd-byline {\n border-top-color: $grey-color-light !important;\n}\n\nd-byline h3 {\n color: var(--global-text-color) !important;\n}\n\nd-byline a, d-article d-byline a {\n color: var(--global-text-color) !important;\n &:hover {\n color: var(--global-hover-color) !important;\n }\n}\n\nd-article {\n border-top-color: #e8e8e8 !important;\n a, p, h1, h2, h3, h4, h5, h6 {\n color: var(--global-text-color) !important;\n }\n a, h1, h2, hr {\n border-bottom-color: $grey-color-light !important;\n }\n a:hover {\n border-bottom-color: var(--global-hover-color) !important;\n }\n}\n\nd-appendix {\n border-top-color: $grey-color-light !important;\n color: var(--global-distill-app-color) !important;\n h3, li, span {\n color: var(--global-distill-app-color) !important;\n }\n a, a.footnote-backlink {\n color: var(--global-distill-app-color) !important;\n &:hover {\n color: var(--global-hover-color) !important;\n }\n }\n}\n"],"file":"main.css"} \ No newline at end of file +{ + "version": 3, + "file": "main.css", + "sources": [ + "main.scss", + "_sass/_variables.scss", + "_sass/_themes.scss", + "_sass/_layout.scss", + "_sass/_base.scss", + "_sass/_distill.scss" + ], + "sourcesContent": [ + "@charset \"utf-8\";\n\n// Dimensions\n$max-content-width: 1000px;\n\n@import\n \"variables\",\n \"themes\",\n \"layout\",\n \"base\",\n \"distill\"\n;\n\n", + "/*******************************************************************************\r\n * Variables used throughout the theme.\r\n * To adjust anything, simply edit the variables below and rebuild the theme.\r\n ******************************************************************************/\r\n\r\n\r\n// Colors\r\n$red-color: #FF3636 !default;\r\n$red-color-dark: #B71C1C !default;\r\n$orange-color: #F29105 !default;\r\n$blue-color: #0076df !default;\r\n$blue-color-dark: #00369f !default;\r\n$cyan-color: #2698BA !default;\r\n$light-cyan-color: lighten($cyan-color, 25%);\r\n$green-color: #00ab37 !default;\r\n$green-color-lime: #B7D12A !default;\r\n$green-color-dark: #009f06 !default;\r\n$green-color-light: #ddffdd !default;\r\n$green-color-bright: #11D68B !default;\r\n$purple-color: #B509AC !default;\r\n$light-purple-color: lighten($purple-color, 25%);\r\n$pink-color: #f92080 !default;\r\n$pink-color-light: #ffdddd !default;\r\n$yellow-color: #efcc00 !default;\r\n\r\n$grey-color: #828282 !default;\r\n$grey-color-light: lighten($grey-color, 40%);\r\n$grey-color-dark: darken($grey-color, 25%);\r\n\r\n$white-color: #ffffff !default;\r\n$black-color: #000000 !default;\r\n\r\n\r\n// Theme colors\r\n\r\n$code-bg-color-light: rgba($purple-color, 0.05);\r\n$code-bg-color-dark: #2c3237 !default;\r\n\r\n", + "/*******************************************************************************\r\n * Themes\r\n ******************************************************************************/\r\n \r\n:root {\r\n --global-bg-color: #{$white-color};\r\n --global-code-bg-color: #{$code-bg-color-light};\r\n --global-text-color: #{$black-color};\r\n --global-text-color-light: #{$grey-color};\r\n --global-theme-color: #{$purple-color};\r\n --global-hover-color: #{$purple-color};\r\n --global-footer-bg-color: #{$grey-color-dark};\r\n --global-footer-text-color: #{$grey-color-light};\r\n --global-footer-link-color: #{$white-color};\r\n --global-distill-app-color: #{$grey-color};\r\n\r\n .fa-sun {\r\n display : none;\r\n }\r\n .fa-moon {\r\n padding-left: 10px;\r\n padding-top: 12px;\r\n display : block;\r\n }\r\n}\r\n\r\nhtml[data-theme='dark'] {\r\n --global-bg-color: #{$grey-color-dark};\r\n --global-code-bg-color: #{$code-bg-color-dark};\r\n --global-text-color: #{$grey-color-light};\r\n --global-text-color-light: #{$grey-color-light};\r\n --global-theme-color: #{$cyan-color};\r\n --global-hover-color: #{$cyan-color};\r\n --global-footer-bg-color: #{$grey-color-light};\r\n --global-footer-text-color: #{$grey-color-dark};\r\n --global-footer-link-color: #{$black-color};\r\n --global-distill-app-color: #{$grey-color-light};\r\n\r\n .fa-sun {\r\n padding-left: 10px;\r\n padding-top: 12px;\r\n display : block;\r\n }\r\n .fa-moon {\r\n display : none;\r\n }\r\n}\r\n", + "/******************************************************************************\r\n * Content\r\n ******************************************************************************/\r\n\r\n body {\r\n padding-bottom: 70px;\r\n color: var(--global-text-color);\r\n background-color: var(--global-bg-color);\r\n }\r\n\r\n body.fixed-top-nav {\r\n // Add some padding for the nav-bar.\r\n padding-top: 56px;\r\n }\r\n\r\n body.sticky-bottom-footer {\r\n // Remove padding below footer.\r\n padding-bottom: 0;\r\n }\r\n\r\n.container {\r\n max-width: $max-content-width;\r\n}\r\n\r\n// Profile\r\n.profile {\r\n img {\r\n width: 100%;\r\n }\r\n}\r\n\r\n// TODO: redefine content layout.\r\n\r\n\r\n/******************************************************************************\r\n * Publications\r\n ******************************************************************************/\r\n\r\n// TODO: redefine publications layout.\r\n\r\n\r\n/*****************************************************************************\r\n* Projects\r\n*****************************************************************************/\r\n\r\n// TODO: redefine projects layout.\r\n", + "/*******************************************************************************\r\n * Styles for the base elements of the theme.\r\n ******************************************************************************/\r\n\r\n// Typography\r\n\r\np, h1, h2, h3, h4, h5, h6, em, div, span, strong {\r\n color: var(--global-text-color);\r\n}\r\n\r\na, table.table a {\r\n color: var(--global-theme-color);\r\n &:hover {\r\n color: var(--global-theme-color);\r\n text-decoration: underline;\r\n }\r\n &:hover:after {\r\n width: 100%;\r\n }\r\n}\r\n\r\n// Math\r\n\r\n.equation {\r\n margin-bottom: 1rem;\r\n text-align: center;\r\n}\r\n\r\n// Caption\r\n\r\n.caption {\r\n font-size: 0.875rem;\r\n margin-top: 0.75rem;\r\n margin-bottom: 1.5rem;\r\n text-align: center;\r\n}\r\n\r\n// Citation\r\n.citation, .citation-number {\r\n color: var(--global-theme-color);\r\n}\r\n\r\n// Profile\r\n\r\n.profile {\r\n margin-left: 1rem;\r\n width: 100%;\r\n\r\n .address {\r\n margin-bottom: 5px;\r\n margin-top: 5px;\r\n font-family: monospace;\r\n font-size: 1.2rem;\r\n p {\r\n display: inline-block;\r\n margin: 0;\r\n }\r\n }\r\n}\r\n\r\n@media (min-width: 576px) {\r\n .profile {\r\n width: 30%;\r\n .address {\r\n p { display: block; }\r\n }\r\n }\r\n}\r\n\r\n.post-description {\r\n margin-bottom: 2rem;\r\n font-size: 0.875rem;\r\n a {\r\n color: inherit;\r\n &:hover {\r\n color: var(--global-theme-color);\r\n text-decoration: none;\r\n }\r\n }\r\n}\r\n\r\n\r\n// Navbar customization\r\n\r\n.navbar {\r\n box-shadow: none;\r\n border-bottom: 1px solid $grey-color-light;\r\n background-color: var(--global-bg-color);\r\n opacity: 0.95;\r\n}\r\n.navbar.navbar-light {\r\n a {\r\n &:hover {\r\n text-decoration: none;\r\n }\r\n }\r\n .navbar-brand {\r\n color: var(--global-text-color);\r\n }\r\n .navbar-nav .nav-item .nav-link {\r\n color: var(--global-text-color);\r\n &:hover {\r\n color: var(--global-hover-color);\r\n }\r\n }\r\n .navbar-nav .nav-item.active>.nav-link {\r\n background-color: inherit;\r\n font-weight: bolder;\r\n color: var(--global-theme-color);\r\n &:hover {\r\n color: var(--global-hover-color);\r\n }\r\n }\r\n .navbar-brand.social {\r\n padding-bottom: 0;\r\n padding-top: 0;\r\n font-size: 1.7rem;\r\n a {\r\n i::before {\r\n color: var(--global-text-color);\r\n -webkit-transition: all 0.2s ease-in-out;\r\n }\r\n &:hover {\r\n i::before {\r\n color: var(--global-theme-color);\r\n }\r\n }\r\n }\r\n }\r\n}\r\n\r\n.navbar-toggler {\r\n .icon-bar {\r\n display: block;\r\n width: 22px;\r\n height: 2px;\r\n background-color: var(--global-text-color);\r\n border-radius: 1px;\r\n margin-bottom: 4px;\r\n transition: all 0.2s;\r\n }\r\n .top-bar {\r\n transform: rotate(45deg);\r\n transform-origin: 10% 10%;\r\n }\r\n .middle-bar {\r\n opacity: 0;\r\n }\r\n .bottom-bar {\r\n transform: rotate(-45deg);\r\n transform-origin: 10% 90%;\r\n }\r\n}\r\n\r\n.navbar-toggler.collapsed {\r\n .top-bar {\r\n transform: rotate(0);\r\n }\r\n .middle-bar {\r\n opacity: 1;\r\n }\r\n .bottom-bar {\r\n transform: rotate(0);\r\n }\r\n}\r\n\r\n\r\n// News\r\n\r\n.news table td {\r\n font-size: 1rem;\r\n color: var(--global-text-color);\r\n}\r\n\r\n.news table th {\r\n color: var(--global-text-color);\r\n}\r\n\r\n// Social (bottom)\r\n\r\n.social {\r\n text-align: center;\r\n .contact-icons {\r\n font-size: 4rem;\r\n a {\r\n i::before {\r\n color: var(--global-text-color);\r\n -webkit-transition: all 0.2s ease-in-out;\r\n }\r\n &:hover {\r\n i::before {\r\n color: var(--global-theme-color);\r\n }\r\n }\r\n }\r\n }\r\n .contact-note {\r\n font-size: 0.8rem;\r\n }\r\n}\r\n\r\n\r\n// Footer\r\nfooter.fixed-bottom {\r\n background-color: var(--global-footer-bg-color);\r\n font-size: 0.75rem;\r\n .container {\r\n color: var(--global-footer-text-color);\r\n padding-top: 9px;\r\n padding-bottom: 8px;\r\n }\r\n a {\r\n color: var(--global-footer-link-color);\r\n &:hover {\r\n color: var(--global-theme-color);\r\n text-decoration: none;\r\n }\r\n }\r\n}\r\n\r\nfooter.sticky-bottom {\r\n border-top: 1px solid $grey-color-light;\r\n padding-top: 40px;\r\n padding-bottom: 40px;\r\n font-size: 0.9rem;\r\n}\r\n\r\n\r\n// Blog\r\n\r\n.header-bar {\r\n border-bottom: 1px solid $grey-color-light;\r\n text-align: center;\r\n padding-top: 2rem;\r\n padding-bottom: 5rem;\r\n h1 {\r\n color: var(--global-theme-color);\r\n font-size: 5rem;\r\n }\r\n}\r\n\r\n.post-list {\r\n margin: 0;\r\n margin-bottom: 40px;\r\n padding: 0;\r\n li {\r\n border-bottom: 1px solid $grey-color-light;\r\n list-style: none;\r\n padding-top: 2rem;\r\n padding-bottom: 2rem;\r\n .post-meta {\r\n color: var(--global-text-color-light);\r\n font-size: 0.875rem;\r\n margin-bottom: 0;\r\n }\r\n a {\r\n color: var(--global-text-color);\r\n text-decoration: none;\r\n &:hover {\r\n color: var(--global-theme-color);\r\n }\r\n }\r\n }\r\n}\r\n\r\n.pagination {\r\n .page-item {\r\n .page-link {\r\n color: var(--global-text-color);\r\n &:hover {\r\n color: $black-color;\r\n }\r\n }\r\n &.active .page-link {\r\n color: $white-color;\r\n background-color: var(--global-theme-color);\r\n &:hover {\r\n background-color: var(--global-theme-color);\r\n }\r\n }\r\n }\r\n}\r\n\r\n\r\n// Distill\r\n\r\n.distill {\r\n a:hover {\r\n border-bottom-color: var(--global-theme-color);\r\n text-decoration: none;\r\n }\r\n}\r\n\r\n\r\n// Projects\r\n\r\n.projects {\r\n .card-item {\r\n width: auto;\r\n margin-bottom: 10px;\r\n\r\n a {\r\n text-decoration: none;\r\n }\r\n\r\n .row {\r\n display: flex;\r\n align-items: center;\r\n }\r\n\r\n .card {\r\n img {\r\n width: 100%;\r\n }\r\n }\r\n }\r\n\r\n .grid-item {\r\n width: 250px;\r\n margin-bottom: 10px;\r\n\r\n a {\r\n color: black;\r\n text-decoration: none;\r\n\r\n &:hover {\r\n color: var(--global-theme-color);\r\n }\r\n }\r\n\r\n .card {\r\n img {\r\n width: 100%;\r\n }\r\n .card-title {\r\n color: $black-color;\r\n }\r\n }\r\n }\r\n\r\n h2.category {\r\n color: $grey-color-light;\r\n border-bottom: 1px solid $grey-color-light;\r\n padding-top: 0.5rem;\r\n margin-top: 2rem;\r\n margin-bottom: 1rem;\r\n text-align: right;\r\n }\r\n}\r\n\r\n\r\n// Publications\r\n\r\n.publications {\r\n margin-top: 2rem;\r\n h1 {\r\n color: var(--global-theme-color);\r\n font-size: 2rem;\r\n text-align: center;\r\n margin-top: 1em;\r\n margin-bottom: 1em;\r\n }\r\n h2 {\r\n margin-bottom: 1rem;\r\n span {\r\n font-size: 1.5rem;\r\n }\r\n }\r\n h2.year {\r\n color: $grey-color-light;\r\n border-top: 1px solid $grey-color-light;\r\n padding-top: 1rem;\r\n margin-top: 2rem;\r\n margin-bottom: -2rem;\r\n text-align: right;\r\n }\r\n ol.bibliography {\r\n list-style: none;\r\n padding: 0;\r\n margin-top: 0;\r\n\r\n li {\r\n margin-bottom: 1rem;\r\n .abbr {\r\n height: 2rem;\r\n margin-bottom: 0.5rem;\r\n abbr {\r\n display: inline-block;\r\n background-color: var(--global-theme-color);\r\n padding-left: 1rem;\r\n padding-right: 1rem;\r\n a {\r\n color: white;\r\n &:hover {\r\n text-decoration: none;\r\n }\r\n }\r\n }\r\n .award {\r\n color: var(--global-theme-color) !important;\r\n border: 1px solid var(--global-theme-color);\r\n }\r\n }\r\n .title {\r\n font-weight: bolder;\r\n }\r\n .author {\r\n a {\r\n border-bottom: 1px dashed var(--global-theme-color);\r\n &:hover {\r\n border-bottom-style: solid;\r\n text-decoration: none;\r\n }\r\n }\r\n > em {\r\n border-bottom: 1px solid;\r\n font-style: normal;\r\n }\r\n }\r\n .links {\r\n a.btn {\r\n color: var(--global-text-color);\r\n border: 1px solid var(--global-text-color);\r\n padding-left: 1rem;\r\n padding-right: 1rem;\r\n padding-top: 0.25rem;\r\n padding-bottom: 0.25rem;\r\n &:hover {\r\n color: var(--global-theme-color);\r\n border-color: var(--global-theme-color);\r\n }\r\n }\r\n }\r\n .hidden {\r\n font-size: 0.875rem;\r\n max-height: 0px;\r\n overflow: hidden;\r\n text-align: justify;\r\n -webkit-transition: 0.15s ease;\r\n -moz-transition: 0.15s ease;\r\n -ms-transition: 0.15s ease;\r\n -o-transition: 0.15s ease;\r\n transition: all 0.15s ease;\r\n\r\n p {\r\n line-height: 1.4em;\r\n margin: 10px;\r\n }\r\n pre {\r\n font-size: 1em;\r\n line-height: 1.4em;\r\n padding: 10px;\r\n }\r\n }\r\n .hidden.open {\r\n max-height: 100em;\r\n -webkit-transition: 0.15s ease;\r\n -moz-transition: 0.15s ease;\r\n -ms-transition: 0.15s ease;\r\n -o-transition: 0.15s ease;\r\n transition: all 0.15s ease;\r\n }\r\n div.abstract.hidden {\r\n border: dashed 1px var(--global-bg-color);\r\n }\r\n div.abstract.hidden.open {\r\n border-color: var(--global-text-color);\r\n }\r\n }\r\n }\r\n}\r\n\r\n// Rouge Color Customization\r\nfigure.highlight {\r\n margin: 0 0 1rem;\r\n}\r\n\r\npre {\r\n color: var(--global-theme-color);\r\n background-color: var(--global-code-bg-color);\r\n border-radius: 6px;\r\n padding: 6px 12px;\r\n pre, code {\r\n background-color: transparent;\r\n border-radius: 0;\r\n padding: 0;\r\n }\r\n}\r\n\r\ncode {\r\n color: var(--global-theme-color);\r\n background-color: var(--global-code-bg-color);\r\n border-radius: 3px;\r\n padding: 3px 3px;\r\n}\r\n\r\n\r\n// Transitioning Themes\r\nhtml.transition,\r\nhtml.transition *,\r\nhtml.transition *:before,\r\nhtml.transition *:after {\r\n transition: all 750ms !important;\r\n transition-delay: 0 !important;\r\n}\r\n", + "/*******************************************************************************\r\n * Style 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+} \ No newline at end of file diff --git a/assets/bibliography/2018-12-22-distill.bib b/assets/bibliography/2018-12-22-distill.bib deleted file mode 100644 index 2b06f3c9..00000000 --- a/assets/bibliography/2018-12-22-distill.bib +++ /dev/null @@ -1,7 +0,0 @@ -@article{gregor2015draw, - title={DRAW: A recurrent neural network for image generation}, - author={Gregor, Karol and Danihelka, Ivo and Graves, Alex and Rezende, Danilo Jimenez and Wierstra, Daan}, - journal={arXiv preprint, arXiv:1502.04623}, - year={2015}, - url={https://arxiv.org/pdf/1502.04623.pdf} -} diff --git a/assets/bibliography/2023-09-24-foundations.bib b/assets/bibliography/2023-09-24-foundations.bib new file mode 100644 index 00000000..ded72b54 --- /dev/null +++ b/assets/bibliography/2023-09-24-foundations.bib @@ -0,0 +1,73 @@ +@article{gregor2015draw, + title={DRAW: A recurrent neural network for image generation}, + author={Gregor, Karol and Danihelka, Ivo and Graves, Alex and Rezende, Danilo Jimenez and Wierstra, Daan}, + journal={arXiv preprint, arXiv:1502.04623}, + year={2015}, + url={https://arxiv.org/pdf/1502.04623.pdf} +} + + +@InProceedings{pmlr-v202-radford23a, + title = {Robust Speech Recognition via Large-Scale Weak Supervision}, + author = {Radford, Alec and Kim, Jong Wook and Xu, Tao and Brockman, Greg and Mcleavey, Christine and Sutskever, Ilya}, + booktitle = {Proceedings of the 40th International Conference on Machine Learning}, + pages = {28492--28518}, + year = {2023}, + editor = {Krause, Andreas and Brunskill, Emma and Cho, Kyunghyun and Engelhardt, Barbara and Sabato, Sivan and Scarlett, Jonathan}, + volume = {202}, + series = {Proceedings of Machine Learning Research}, + month = {23--29 Jul}, + publisher = {PMLR}, + pdf = {https://proceedings.mlr.press/v202/radford23a/radford23a.pdf}, + url = {https://proceedings.mlr.press/v202/radford23a.html}, + abstract = {We study the capabilities of speech processing systems trained simply to predict large amounts of transcripts of audio on the internet. When scaled to 680,000 hours of multilingual and multitask supervision, the resulting models generalize well to standard benchmarks and are often competitive with prior fully supervised results without the need for any dataset specific fine-tuning. When compared to humans, the models approach their accuracy and robustness. We are releasing models and inference code to serve as a foundation for further work on robust speech processing.} +} + +@INPROCEEDINGS{liUniversal, + + author={Li, Xinjian and Dalmia, Siddharth and Li, Juncheng and Lee, Matthew and Littell, Patrick and Yao, Jiali and Anastasopoulos, Antonios and Mortensen, David R. and Neubig, Graham and Black, Alan W and Metze, Florian}, + + booktitle={ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)}, + + title={Universal Phone Recognition with a Multilingual Allophone System}, + + year={2020}, + + volume={}, + + number={}, + + pages={8249-8253}, + + doi={10.1109/ICASSP40776.2020.9054362}} + + +@article{zhang2023google, + title={Google usm: Scaling automatic speech recognition beyond 100 languages}, + author={Zhang, Yu and Han, Wei and Qin, James and Wang, Yongqiang and Bapna, Ankur and Chen, Zhehuai and Chen, Nanxin and Li, Bo and Axelrod, Vera and Wang, Gary and others}, + journal={arXiv preprint arXiv:2303.01037}, + year={2023} +} + +@article{barrault2023seamlessm4t, + title={SeamlessM4T-Massively Multilingual \& Multimodal Machine Translation}, + author={Barrault, Lo{\"\i}c and Chung, Yu-An and Meglioli, Mariano Cora and Dale, David and Dong, Ning and Duquenne, Paul-Ambroise and Elsahar, Hady and Gong, Hongyu and Heffernan, Kevin and Hoffman, John and others}, + journal={arXiv preprint arXiv:2308.11596}, + year={2023} +} + +@article{pratap2023scaling, + title={Scaling speech technology to 1,000+ languages}, + author={Pratap, Vineel and Tjandra, Andros and Shi, Bowen and Tomasello, Paden and Babu, Arun and Kundu, Sayani and Elkahky, Ali and Ni, Zhaoheng and Vyas, Apoorv and Fazel-Zarandi, Maryam and others}, + journal={arXiv preprint arXiv:2305.13516}, + year={2023} +} + +@inproceedings{peng23d_interspeech, + author={Puyuan Peng and Brian Yan and Shinji Watanabe and David Harwath}, + title={Prompting the Hidden Talent of Web-Scale Speech Models for Zero-Shot Task Generalization}, + year=2023, + booktitle={Proc. INTERSPEECH 2023}, + pages={396--400}, + doi={10.21437/Interspeech.2023-2032} +} \ No newline at end of file diff --git a/assets/img/blog/owsm_pipeline.png b/assets/img/blog/owsm_pipeline.png new file mode 100644 index 0000000000000000000000000000000000000000..fcf6f1f913ddb0b43d6979dbd3afdf2ebee0b76b GIT binary patch literal 41648 zcmeF21yfv2(5P_;?k))gcY-^?0>RxkxVt+9U7Vo7-Q9yb!QEY#;J%ArlJ~n+_xlg` zRBi2^**POU-90l;&jBhaNTVSWBSS$!p~-xaP=SJiy@i5;rbj|}OPN`M34Z&6c2<%8 z3{^Ej`seKi&Rk4h3<|0?7Ujth{_Xyq!xwF5C@A#4zaQu!`w|l?tAzKn8y8Xsw3(u|qote+wEA5Ws9J?p^38ifo?Q1nuLN&AuGh&Hc%YOL z;7yH8b4f(k)4I7Xox&iNN2T)AZ-3?$uoq{Ahogduk3{3K0FO|oX$M_(mhEFQ|q57-2PJ{<<3L3u+0e)+f)%>=njn&UH zT{K>fGG-6$!2-?HATvC>zZ7}6F|Q50-CY)dIrKv1WjwH^Bq*8K++nLJh;}3Y+X}t! ze^r`j;UTLV$$slfGUvi8rvj<>)d$W;NiFjOms%o)q zKHfu7NBH|&L+B8{{gncO8>~k;w35+>EjCyWHXL3KolKe&QkWZ^;+O&{%E0GnNztIv z?p~2VBFemMPaHyhgUl~)R+Z>oqwu%>)bP#}Kj@POI7m6%#i$aOP)8NCw_QoKI@cf! zAQ48G2sIIcPB;?qCb4iQ+P?;A;&G2MG@s2QuN2=2(h75eCYVK-JrUtIN1imQu=ViKv6qZ3Jz2s4ba_$ 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footnote.shadowRoot.querySelector("d-hover-box").shadowRoot.querySelector("style").sheet + .insertRule(".panel {background-color: var(--global-bg-color) !important;}"); + footnote.shadowRoot.querySelector("d-hover-box").shadowRoot.querySelector("style").sheet + .insertRule(".panel {border-color: var(--global-divider-color) !important;}"); + }); + // Override styles of the citations. + document.querySelectorAll("d-cite").forEach(function(cite) { + cite.shadowRoot.querySelector("div > span") + .setAttribute("style", "color: var(--global-theme-color);"); + cite.shadowRoot.querySelector("style").sheet + .insertRule("ul li a {color: var(--global-text-color) !important; text-decoration: none;}"); + cite.shadowRoot.querySelector("style").sheet + .insertRule("ul li a:hover {color: var(--global-theme-color) !important;}"); + cite.shadowRoot.querySelector("d-hover-box").shadowRoot.querySelector("style").sheet + .insertRule(".panel {background-color: var(--global-bg-color) !important;}"); + cite.shadowRoot.querySelector("d-hover-box").shadowRoot.querySelector("style").sheet + .insertRule(".panel {border-color: var(--global-divider-color) !important;}"); + }); +}) \ No newline at end of file diff --git a/post_examples/2018-12-22-distill.md b/post_examples/2018-12-22-distill.md index 9e7efd4c..e53f6cee 100644 --- a/post_examples/2018-12-22-distill.md +++ b/post_examples/2018-12-22-distill.md @@ -2,7 +2,7 @@ layout: distill title: a distill-style blog post description: an example of a distill-style blog post and main elements -date: 2021-05-22 +date: 2023-05-22 authors: - name: Albert Einstein @@ -18,7 +18,7 @@ authors: affiliations: name: IAS, Princeton -bibliography: 2018-12-22-distill.bib +bibliography: 2023-09-24-foundations.bib # Below is an example of injecting additional post-specific styles. # If you use this post as a template, delete this _styles block. @@ -40,11 +40,6 @@ _styles: > --- -**NOTE:** -Citations, footnotes, and code blocks do not display correctly in the dark mode since distill does not support the dark mode by default. -If you are interested in correctly adding dark mode support for distill, please open [a discussion](https://github.com/alshedivat/al-folio/discussions) and let us know. - - ## Equations This theme supports rendering beautiful math in inline and display modes using [MathJax 3](https://www.mathjax.org/){:target="\_blank"} engine. From ef6d4b51d097c7d4537cae257e6ac30b525fb935 Mon Sep 17 00:00:00 2001 From: wc6255 Date: Mon, 2 Oct 2023 17:55:42 -0400 Subject: [PATCH 2/6] wavlablm --- _posts/2018-12-22-distill.md | 19 ++++++++++++++++--- 1 file changed, 16 insertions(+), 3 deletions(-) diff --git a/_posts/2018-12-22-distill.md b/_posts/2018-12-22-distill.md index 3966a34d..3b441307 100644 --- a/_posts/2018-12-22-distill.md +++ b/_posts/2018-12-22-distill.md @@ -48,7 +48,7 @@ _styles: > ## Introduction The explosion in generative AI has taken the world by storm: powerful pretrained models like GPT-4 and Stable Diffusion have already entered the mainstream media and consumer pockets. While the trend towards large-scale models is no different in speech, a concensus has yet to be seen on what techniques will drive the speech foundation models of tomorrow. To help enable this progress, we are very excited to share the techniques and resources we have been developing at WAVLab, many of which will be publicly released for both academic and commerical use in the coming weeks. -If you're reading this in 2023, many of the discussed works will be presented at [ASRU](http://www.asru2023.org/). Check out our presentations in Taipei if you want more details about YODAS, the ML-SUPERB Challenge, OWSM, and WAVLabLM. +If you're reading this in 2023, many of the discussed works will be presented at [ASRU](http://www.asru2023.org/). Check out our presentations in Taipei if you want more details about YODAS, the ML-SUPERB Challenge, OWSM, and WavLabLM. ## YODAS: 420k Hours of Annotated Multilingual Data {% details Authors %} @@ -81,6 +81,9 @@ Number of occurences of each character type in the YODAS transcripts, on a log-s {% enddetails %}   + +[Model](https://huggingface.co/pyf98/owsm_v3) | [Paper](https://arxiv.org/abs/2309.13876) | [Code](https://github.com/espnet/espnet/tree/master/egs2/mixed_v3/s2t1) + While the attention of speech researchers has been mostly occupied by self-supervised BERT-style models in the past several years, the introduction of Whisper has significantly strengthened the case for semi-supervised / weakly-supervised models. Whisper is trained on an extremely large scale collection of paired speech/text data, sacrificing data quality for quantity. This leads to very impressive zero-shot performance on new domains and tasks, such as unseen speech translation pairs and code-switched ASR . But using such large-scale proprietary models for research is risky. As the scale of AI models grow, the chance of data corruption only gets higher. **How can researchers understand the capabilites of these models without knowing the data they are trained on?** Our goal is to produce a model with the capabilities of Whisper, but with full transparency on the training data. We are excited to share our first steps towards this direction: OWSM (Open Whisper-style Speech Model). @@ -92,15 +95,25 @@ Similar to Whisper, OWSM is a Transformer encoder-decoder trained on 30 second s Training pipeline of OWSM. -OWSM is trained exclusively on publicly accessible datasets, which totals to over 180k hours of speech, roughly a quarter to that of Whisper's 680k. **This makes OWSM by far the largest speech model trained by an academic group, and rivals many proposed by industrial research labs.** Training the final version of OWSM took 10 days on 64 A100 40GB GPUs, or about 15,400 GPU hours. Counting our abalations and scaling experiments, we consumed around 36,000 total GPU hours, or about half of our computational budget for the whole year! The complete details will be included in the arxiv edition of our paper. **We will be working to scale OWSM to 1 million hours of data. So if you want collaborate/sponsor the next generation of spoken language models, don't hesitate to reach out!** +OWSM is trained exclusively on publicly accessible datasets, which totals to over 180k hours of speech, roughly a quarter to that of Whisper's 680k. **This makes OWSM by far the largest speech model trained by an academic group, and rivals many proposed by industrial research labs.** Training the final version of OWSM took 10 days on 64 A100 40GB GPUs, or about 15,400 GPU hours. Counting our abalations and scaling experiments, we consumed around 36,000 total GPU hours, or about half of our computational budget for the whole year! **We will be working to scale OWSM to 1 million hours of data. So if you want collaborate/sponsor the next generation of spoken language models, don't hesitate to reach out!** -## WAVLabLM: Multilingual Self-Supervised Speech Representations +## WavLabLM: Multilingual Self-Supervised Speech Representations {% details Authors %} *William Chen, Jiatong Shi, Brian Yan, Dan Berrebbi, Wangyou Zhang, Yifan Peng, Xuankai Chang, Soumi Maiti, Shinji Watanabe* {% enddetails %}   +[Model](https://huggingface.co/espnet/WavLabLM-MS-40k) | [Paper](https://arxiv.org/abs/2309.15317) | *Code coming soon* + +Supervised models like OWSM and Whisper have impressive few-shot or zero-shot capabilities, but they still rely upon paired speech/text data, which always be more expensive to obtain than unlabeled speech. Thus from a practical standpoint, pure self-supervised learning is still necessary to extend speech technologies to more universal applications, such as speech processing for more languages. Encoders such as WavLM and HuBERT learn powerful speech representations using only unlabeled data, allowing them to achieve strong results with only small amounts of fine-tuning. However, most of these state-of-the-art models are pre-trained only English, which is sub-optimal for training models for low-resource languages due to the linguistic gap. + +Of course, there has been a plethora of existing work on multilingual self-supervised speech models. XLS-R 53, XLSR-128, and MMS are all open-source self-supervised speech encoders trained on large amounts of unlabeled multilingual speech. But they all use the older wav2vec 2.0 pre-training objective, which has been shown to be outperformed by masked prediction models like WavLM and HuBERT. In fact, stronger multilingual speech encoders that use this type of pre-training exist, but they remain unreleased to the public. **To address this, we released WavLabLM, a self-supervised speech encoder trained on 40k hours of data across 136 languages. WavLabLM extends WavLM's state-of-the-art technique of joint denoising and prediction approach to multilingual speech, allowing it to achieve comparable performance to the wav2vec 2.0-based models with much less pre-training data.** + +WavLabLM is built on the discrete masked-prediction technique proposed by HuBERT. We first extract self-supervised representations from the unlabeled speech using a HuBERT model, which are then quantized into discrete units via k-means clustering. Random portions of the input speech is masked and fed into WavLabLM, which must predict the corresponding discrete units of the masked speech using the information in the unmasked speech. Furthermore, the input speech is augmented by random distractors the model must avoid. In every training step, we randomly sample another utterance or some random noise to mix into the actual input. This is the denoising portion of the pre-training approach, allowing the model to become more robust to noise and not overfit to clean single-speaker speech. + +During this process, we found that multilingual pre-training introduces new complications. One of the most important is the language imbalance of the data. Low-resource languages, which consist of a smaller portion of the dataset, are seen less often during pre-training. This leads to degraded downstream performance and dampens the cross-lingual transfer learning capabilities of the model. A popular approach is to upsample low-resource languages, but that may require significant amounts of tuning and thus spending compute we do not have. **We instead propose a simple multi-stage approach. We first pre-train WavLabLM on the full unbalanced dataset, and then further pre-train it for only a few steps on a balanced subset. This proved to be important in improving performance on the ML-SUPERB Benchmark, particularly in tasks involving languages other than those from West Europe or East Asia.** + ## ML-SUPERB: Community-Driven Benchmarking for over 200 Languages {% details Authors %} *Jiatong Shi, Dan Berrebbi, William Chen, Ho-Lam Chung, En-Pei Hu, Wei Ping Huang, Xuankai Chang, Shang-Wen Li, Abdelrahman Mohamed, Hung-yi Lee, Shinji Watanabe* From 52192fff37430e2bef41bac4b0dd47cc69ef43fa Mon Sep 17 00:00:00 2001 From: wc6255 Date: Mon, 2 Oct 2023 17:59:20 -0400 Subject: [PATCH 3/6] wavlablm pic --- _posts/2018-12-22-distill.md | 5 +++++ assets/img/blog/wavlablm.png | Bin 0 -> 171756 bytes 2 files changed, 5 insertions(+) create mode 100644 assets/img/blog/wavlablm.png diff --git a/_posts/2018-12-22-distill.md b/_posts/2018-12-22-distill.md index 3b441307..dd53751f 100644 --- a/_posts/2018-12-22-distill.md +++ b/_posts/2018-12-22-distill.md @@ -112,6 +112,11 @@ Of course, there has been a plethora of existing work on multilingual self-super WavLabLM is built on the discrete masked-prediction technique proposed by HuBERT. We first extract self-supervised representations from the unlabeled speech using a HuBERT model, which are then quantized into discrete units via k-means clustering. Random portions of the input speech is masked and fed into WavLabLM, which must predict the corresponding discrete units of the masked speech using the information in the unmasked speech. Furthermore, the input speech is augmented by random distractors the model must avoid. In every training step, we randomly sample another utterance or some random noise to mix into the actual input. This is the denoising portion of the pre-training approach, allowing the model to become more robust to noise and not overfit to clean single-speaker speech. +{% include figure.html path="assets/img/blog/wavlablm.png" class="img-fluid rounded z-depth-0" zoomable=true %} +

+WavLabLM's Multi-stage pipeline. +
+ During this process, we found that multilingual pre-training introduces new complications. One of the most important is the language imbalance of the data. Low-resource languages, which consist of a smaller portion of the dataset, are seen less often during pre-training. This leads to degraded downstream performance and dampens the cross-lingual transfer learning capabilities of the model. A popular approach is to upsample low-resource languages, but that may require significant amounts of tuning and thus spending compute we do not have. **We instead propose a simple multi-stage approach. We first pre-train WavLabLM on the full unbalanced dataset, and then further pre-train it for only a few steps on a balanced subset. This proved to be important in improving performance on the ML-SUPERB Benchmark, particularly in tasks involving languages other than those from West Europe or East Asia.** ## ML-SUPERB: Community-Driven Benchmarking for over 200 Languages diff --git a/assets/img/blog/wavlablm.png b/assets/img/blog/wavlablm.png new file mode 100644 index 0000000000000000000000000000000000000000..162637e923b10ce64fbaefbb15352082298f024f GIT binary patch literal 171756 zcmeFZbyQUS*9SUu!_bXGgEUBY3X&o*bPf&DA<{K;ccUN*(o)jhAkrO5r!)xM0iHL0 zZ``%+TKCU)){JvF=X_)L-k*KOa5a^eSmL0(2306-i70N{^Mkzr>nI@0?9 z0QAq+($Z=Q($XL`=eHKtb`StSK0G-UMeWTtk^jB-PjWVDcy+0_<9YyQ>KXw0c)OfD zd@!CV2s#trO$dH1BU4eJsOiY&&-$Du!XCF`8c9bc$*s~@`nQ2G>OqUw;jl1|<%q|q z=;q(e`^`I^O?ZjdD-qrO74QJ&0#}8KSQJ|B=NSRy@Q4z~oFF(1b`IqsbaZq8bZDk^ z@J1MrQNusXV0(LWbN@Wzy(Ae9fC+UK>`TUhw3-NQSqZ1#2IOIbd>50q*AxyU(ikMk zWG#KJv4K;({=yVqO_DDm7HUJyIBcs=}j7g%0}6>c!-yy=i)DmZ*eqkEQ6TFIHDZs|u<;NGw zcB1&Pz3L8$=2`5lTQkI4RpG{=RVs#+UzB=6yVm2t?j9c3w$?)TV<~@2+fQ3Q1|=d6 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zMiUJ|#Y0(^y0Q#`JFg}P--hL%(TtDRPat;jJ>Qo8J0JdM=D#gA`wu=}KPwS1yYcJ~;4n9_ KF|IPa8S@Xo@Lg;G literal 0 HcmV?d00001 From 0d73b8d2c0ef88ab2bd3a42705a77805c0d11eeb Mon Sep 17 00:00:00 2001 From: wc6255 Date: Tue, 3 Oct 2023 15:04:31 -0400 Subject: [PATCH 4/6] ml-superb --- _posts/2018-12-22-distill.md | 14 +++++++++++++- assets/img/blog/mlsuperb_map.png | Bin 0 -> 2486424 bytes 2 files changed, 13 insertions(+), 1 deletion(-) create mode 100644 assets/img/blog/mlsuperb_map.png diff --git a/_posts/2018-12-22-distill.md b/_posts/2018-12-22-distill.md index dd53751f..fbe870ee 100644 --- a/_posts/2018-12-22-distill.md +++ b/_posts/2018-12-22-distill.md @@ -119,12 +119,24 @@ WavLabLM's Multi-stage pipeline. During this process, we found that multilingual pre-training introduces new complications. One of the most important is the language imbalance of the data. Low-resource languages, which consist of a smaller portion of the dataset, are seen less often during pre-training. This leads to degraded downstream performance and dampens the cross-lingual transfer learning capabilities of the model. A popular approach is to upsample low-resource languages, but that may require significant amounts of tuning and thus spending compute we do not have. **We instead propose a simple multi-stage approach. We first pre-train WavLabLM on the full unbalanced dataset, and then further pre-train it for only a few steps on a balanced subset. This proved to be important in improving performance on the ML-SUPERB Benchmark, particularly in tasks involving languages other than those from West Europe or East Asia.** -## ML-SUPERB: Community-Driven Benchmarking for over 200 Languages +## The ML-SUPERB Challenge: Community-Driven Benchmarking for over 150 Languages {% details Authors %} *Jiatong Shi, Dan Berrebbi, William Chen, Ho-Lam Chung, En-Pei Hu, Wei Ping Huang, Xuankai Chang, Shang-Wen Li, Abdelrahman Mohamed, Hung-yi Lee, Shinji Watanabe* {% enddetails %}   +Speech enjoys a variety of self-supervised models, all of which use different types of architectures or pre-training tasks. *But how do you know which models are the best for a given task?* Traditionally, the [SUPERB Benchmark]() has been the go-to resource for answering this question. It tests the ability of these models across various speech processing tasks, ranging from speaker identification to speech recognition. However, all of the tasks in SUPERB are in English. So while it can answer the aforementioned question well, another one remains open: **What are the best models for a given language?** We sought to answer this question when we developed the Multilingual SUPERB (ML-SUPERB) Benchmark. + +The ML-SUPERB benchmarks self-supervised models on speech recognition for 143 languages. This evaluation is split across 2 data tracks: a 10-minute track and 1-hour track, which corresponds to the amount of labeled data used to finetune the model *per language*. Within each track is several training settings. The monolingual setting tests the model on monolingual ASR for 13 languages separately. The multilingual setting evaluates the model on language identification (LID), multilingual ASR, and joint LID+ASR on all 143 languages. + +While ML-SUPERB had the highest language coverage yet of any speech benchmark, it is far from the ~8000 languages spoken around the world. Further growing this coverage, however, is no simple task. Paired speech/text data is expensive to obtain, particularly for languages with smaller populations. Data quality is also a concern, as the findings that can be gleamed from the benchmark rely upon the reliability of its data sources. **Given these challenges, how can we extend speech technologies to new languages?** We believed that the solution laid in community-driven efforts, integrating the work of researchers across the globe. The ML-SUPERB Challenge was thus born, inviting researchers to contribute corpora for new languages and design new methods for multilingual speech processing. + +{% include figure.html path="assets/img/blog/mlsuperb_map.png" class="img-fluid rounded z-depth-0" zoomable=true %} +
+Geographical distributions of the languages submitted to the ML-SUPERB Challenge. +
+ +**In total, we received 54 languages submitted to the challenge, increasing the number of unique languages in the benchmark to 154.** A few of the new languages added include Quechua and Taiwanese Hokkien. While some submitted languages overlapped with those originally in the benchmark, they extended the corpora to new coversational, dialectal, and recording scenarios. We used these submissions to construct a hidden set for ML-SUPERB, which was used to further evaluate new and existing self-supervised models. Importantly, the new hidden set mostly consists of *conversational* speech, whereas the existing public set was mostly *read speech*. We found that model performance could vary significantly between the two regimes, showing that further work is necessary to build truly universal speech representations. ## VoxtLM: Multi-task Spoken Language Modelling diff --git a/assets/img/blog/mlsuperb_map.png b/assets/img/blog/mlsuperb_map.png new file mode 100644 index 0000000000000000000000000000000000000000..93fbe40665f3c5d298c2cc08d6cdffb9754b5322 GIT binary patch literal 2486424 zcmZ^~1z26Z(l(41D8;qtE>PSZHtz23?(Rj4ySqCScemp1?ocScao3+d$DVWk_gni~ zSF$FVWMw6p%-l0OR8B?|;UmsRFfcF#aWNqUFfgPhFfbS;*bncNq;0DwFtCqh=7NH9 z;(~$zIR{%4b1P#oFtO0YWEiFRWz_FyZ^gj@Nyy+7xorHL-~|B$eC}9*F;J)y5pewd zA8VT-sKUZvlc3eZ$eS_w7Q&$6!@om6`B4)cwW=XwB;G*=SGS$D-%X@D?saYQrUIGn zvOM0Hz`siwhYKB66M=p1k+M&zg5f4*jf%qkfSm(9^!)?gGG1uNXH-;JR-$?U&odnR1>61Qq(hX#w|F(@{*SBPOJp$ni1)bd5v-^Fh>F{0il zir9r72#JQ>F1e2==;{-H&>SOCmtqA94=`D#Vzwvq5lNUUS#}ceyQUGI&q5TK3fP z5cNIr_Fhx@Ij5m7JmgxZC6$_ 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