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Submitted URL: http://ultravox.ai./
Effective URL: https://github.com/fixie-ai/ultravox
Submission: On June 05 via api from US — Scanned from DE
Effective URL: https://github.com/fixie-ai/ultravox
Submission: On June 05 via api from US — Scanned from DE
Form analysis 3 forms found in the DOM
GET
<form id="query-builder-test-form" action="" accept-charset="UTF-8" method="get">
<query-builder data-target="qbsearch-input.queryBuilder" id="query-builder-query-builder-test" data-filter-key=":" data-view-component="true" class="QueryBuilder search-query-builder" data-min-width="300" data-catalyst="">
<div class="FormControl FormControl--fullWidth">
<label id="query-builder-test-label" for="query-builder-test" class="FormControl-label sr-only"> Search </label>
<div class="QueryBuilder-StyledInput width-fit " data-target="query-builder.styledInput">
<span id="query-builder-test-leadingvisual-wrap" class="FormControl-input-leadingVisualWrap QueryBuilder-leadingVisualWrap">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search FormControl-input-leadingVisual">
<path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>
</svg>
</span>
<div data-target="query-builder.styledInputContainer" class="QueryBuilder-StyledInputContainer">
<div aria-hidden="true" class="QueryBuilder-StyledInputContent" data-target="query-builder.styledInputContent"></div>
<div class="QueryBuilder-InputWrapper">
<div aria-hidden="true" class="QueryBuilder-Sizer" data-target="query-builder.sizer"><span></span></div>
<input id="query-builder-test" name="query-builder-test" value="" autocomplete="off" type="text" role="combobox" spellcheck="false" aria-expanded="false" aria-describedby="validation-800ce763-a22b-4d1d-9589-88b4e88005a7"
data-target="query-builder.input" data-action="
input:query-builder#inputChange
blur:query-builder#inputBlur
keydown:query-builder#inputKeydown
focus:query-builder#inputFocus
" data-view-component="true" class="FormControl-input QueryBuilder-Input FormControl-medium" aria-controls="query-builder-test-results" aria-autocomplete="list" aria-haspopup="listbox">
</div>
</div>
<span class="sr-only" id="query-builder-test-clear">Clear</span>
<button role="button" id="query-builder-test-clear-button" aria-labelledby="query-builder-test-clear query-builder-test-label" data-target="query-builder.clearButton" data-action="
click:query-builder#clear
focus:query-builder#clearButtonFocus
blur:query-builder#clearButtonBlur
" variant="small" hidden="" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium mr-1 px-2 py-0 d-flex flex-items-center rounded-1 color-fg-muted"> <svg aria-hidden="true" height="16"
viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x-circle-fill Button-visual">
<path
d="M2.343 13.657A8 8 0 1 1 13.658 2.343 8 8 0 0 1 2.343 13.657ZM6.03 4.97a.751.751 0 0 0-1.042.018.751.751 0 0 0-.018 1.042L6.94 8 4.97 9.97a.749.749 0 0 0 .326 1.275.749.749 0 0 0 .734-.215L8 9.06l1.97 1.97a.749.749 0 0 0 1.275-.326.749.749 0 0 0-.215-.734L9.06 8l1.97-1.97a.749.749 0 0 0-.326-1.275.749.749 0 0 0-.734.215L8 6.94Z">
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<template id="search-icon">
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</svg>
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<template id="code-icon">
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<path
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<path
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<template id="history-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-history">
<path
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<template id="repo-icon">
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<path
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<template id="bookmark-icon">
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<path
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<template id="plus-circle-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-plus-circle">
<path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Zm7.25-3.25v2.5h2.5a.75.75 0 0 1 0 1.5h-2.5v2.5a.75.75 0 0 1-1.5 0v-2.5h-2.5a.75.75 0 0 1 0-1.5h2.5v-2.5a.75.75 0 0 1 1.5 0Z"></path>
</svg>
</template>
<template id="circle-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-dot-fill">
<path d="M8 4a4 4 0 1 1 0 8 4 4 0 0 1 0-8Z"></path>
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</template>
<template id="trash-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-trash">
<path
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</template>
<template id="team-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-people">
<path
d="M2 5.5a3.5 3.5 0 1 1 5.898 2.549 5.508 5.508 0 0 1 3.034 4.084.75.75 0 1 1-1.482.235 4 4 0 0 0-7.9 0 .75.75 0 0 1-1.482-.236A5.507 5.507 0 0 1 3.102 8.05 3.493 3.493 0 0 1 2 5.5ZM11 4a3.001 3.001 0 0 1 2.22 5.018 5.01 5.01 0 0 1 2.56 3.012.749.749 0 0 1-.885.954.752.752 0 0 1-.549-.514 3.507 3.507 0 0 0-2.522-2.372.75.75 0 0 1-.574-.73v-.352a.75.75 0 0 1 .416-.672A1.5 1.5 0 0 0 11 5.5.75.75 0 0 1 11 4Zm-5.5-.5a2 2 0 1 0-.001 3.999A2 2 0 0 0 5.5 3.5Z">
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<template id="project-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-project">
<path
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<template id="pencil-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-pencil">
<path
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<template id="copilot-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copilot">
<path
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</template>
<template id="workflow-icon">
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<path
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<template id="book-icon">
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<template id="code-review-icon">
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<path
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<template id="comment-icon">
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<path
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FIXIE-AI/ULTRAVOX
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juberti
Optionally include "passage" in BoolQ samples (#6)
Jun 5, 2024
6f387d0 · Jun 5, 2024
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19 Commits
.GITHUB/WORKFLOWS
.GITHUB/WORKFLOWS
Init OSS repo
May 30, 2024
DOCS/ASSETS
DOCS/ASSETS
Add files via upload
May 31, 2024
SCRIPTS
SCRIPTS
Init OSS repo
May 30, 2024
ULTRAVOX
ULTRAVOX
Optionally include "passage" in BoolQ samples (#6)
Jun 5, 2024
.GITIGNORE
.GITIGNORE
Init OSS repo
May 30, 2024
JUSTFILE
JUSTFILE
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May 30, 2024
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REPOSITORY FILES NAVIGATION
* README
* MIT license
AN OPEN, FAST, AND EXTENSIBLE MULTIMODAL LLM
ABOUT
Ultravox is a new kind of multimodal LLM that can understand text as well as
human speech, without the need for a separate Audio Speech Recognition (ASR)
stage. Building on research like AudioLM, SeamlessM4T, Gazelle, SpeechGPT, and
others, we've extended Meta's Llama 3 model with a multimodal projector that
converts audio directly into the high-dimensional space used by Llama 3. This
direct coupling allows Ultravox to respond much more quickly than systems that
combine separate ASR and LLM components. In the future this will also allow
Ultravox to natively understand the paralinguistic cues of timing and emotion
that are omnipresent in human speech.
The current version of Ultravox (v0.1), when invoked with audio content, has a
time-to-first-token (TTFT) of approximately 200ms, and a tokens-per-second rate
of ~100, all using a Llama 3 8B backbone. While quite fast, we believe there is
considerable room for improvement in these numbers.
Ultravox currently takes in audio and emits streaming text. As we evolve the
model, we'll train it to be able to emit a stream of speech tokens that can then
be converted directly into raw audio by an appropriate unit vocoder. We're
interested in working with interested parties to build this functionality!
DEMO
See Ultravox in action via a voice call with an AI in ai.town.
DISCORD
Join us on our Discord server here.
INFERENCE SERVER
You can try out Ultravox using your own audio content (as a WAV file), using the
following curl command:
curl -X POST -H "Authorization: Bearer $ULTRAVOX_API_KEY" -H "Content-Type: application/json" \
-d @data.json https://ultravox.api.fixie.ai/v1/chat/completions
where data.json contains:
{
"model": "fixie-ai/ultravox-v0.1",
"messages": [{
"role": "user",
"content": [{
"type": "text",
"text": "What’s in <|audio|>?"
}, {
"type": "image_url",
"image_url": {
"url": "data:audio/wav;base64,{base64_wav}"
}
}]
}],
"stream": true
}
MODEL
You can download the latest weights from the Ultravox Hugging Face page.
ARCHITECTURE
CONTRIBUTING
Read on if you're interested in training your own version of Ultravox.
ENVIRONMENT SETUP (MAC)
Install the basic tools:
* Homebrew is a package manager for MacOS that also mostly works for Linux. If
you're running Debian or Ubuntu Linux, you can alternatively get by with apt.
* Just simplifies our shell workflows. It frequently functions as our interface
to all the other tools.
/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)"
brew update
brew install just
Create a Python virtual environment and install the necessary packages:
just create-env
For now we're using venv for Python virtual environments. We may switch to
Poetry in the future.
MOSAIC ENVIRONMENT SETUP
You need to setup a few things to run on the Mosaic Platform.
1. Install & login to the Mosaic CLI
pip install --upgrade mosaicml-cli
mcli init
mcli set api-key <new-value>
2. set API keys for tools we use:
# Huggging Face token for accessing walled data and models
mcli create secret env HF_TOKEN=hf_<your_token>
# WandB token for logging experiments
mcli create secret env WANDB_PROJECT=ultravox
mcli create secret env WANDB_API_KEY=<your_wandb_key>
# GCP credentials for accessing data (e.g. BoolQ)
# Get service_account.json file from Justin/Farzad and put it in the root dir, then
mcli create secret gcp
TRAINING
just train
For DDP training make sure to use: torchrun --nproc_per_node=8 -m
ultravox.training.train
LOCAL TRAINING
python -m ultravox.training.train --config_path ultravox/training/configs/asr_tinyllama.yaml --data_set 'dummy' --device cpu --batch_size 1 --exp_name <give_your_experiment_a_name>
MOSAICML TRAINING
You need to setup your SSH key in the Mosaic Platform:
https://docs.mosaicml.com/projects/mcli/en/latest/resources/secrets/ssh.html#page-secrets-ssh
## Create a new SSH key and add it to the Mosaic Platform
# ssh-keygen -f ~/.ssh/mclid_id_rsa
## add the **public** key to Github
# mcli create secret ssh ~/.ssh/mclid_id_rsa
mcli run -f mcloud.yaml --follow
Other useful commands:
mcli get clusters
mcli util r7z2
mcli get runs
mcli get runs --cluster r7z2
mcli run -f mcloud.yaml --follow
For interactive runs, we don't recommend using --interactive. Instead set the
command to be something like sleep 3600 and then connect to it using mcli
connect <job_name> --tmux. This way your environment (code and packages) will be
the same as the training environment. The value 3600 (1 hour), is used as an
example.
IMPORTANT: Make sure to stop the machine when you're done with any job,
specially interactive ones!
RUNNING EVALUATIONS
1. Use infer_tool.py --json > file to create a jsonl output from a given
model/dataset combo, where each line contains two values: question and
answer.
2. Use eval_tool.py -f file to evaluate the jsonl file, which will produce an
average score for the model on the dataset.
MISC
Useful commands:
just update # update dependencies
just format # run formatting (black, isort, autoflake)
just python # activate venv and run python
just pip # install a package in the venv using the right pip
ABOUT
No description, website, or topics provided.
RESOURCES
Readme
LICENSE
MIT license
Activity
Custom properties
STARS
46 stars
WATCHERS
6 watching
FORKS
1 fork
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RELEASES
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PACKAGES 0
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CONTRIBUTORS 2
* juberti Justin Uberti
* farzadab Farzad Abdolhosseini
LANGUAGES
* Python 97.5%
* Just 1.6%
* Shell 0.9%
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