MusicAgent: An AI Agent for Music Understanding and Generation with
  Large Language Models
AI-empowered music processing is a diverse field that encompasses dozens of
tasks, ranging from generation tasks (e.g., timbre synthesis) to comprehension
tasks (e.g., music classification). For developers and amateurs, it is very
difficult to grasp all of these task to satisfy their requirements in music
processing, especially considering the huge differences in the representations
of music data and the model applicability across platforms among various tasks.
Consequently, it is necessary to build a system to organize and integrate these
tasks, and thus help practitioners to automatically analyze their demand and
call suitable tools as solutions to fulfill their requirements. Inspired by the
recent success of large language models (LLMs) in task automation, we develop a
system, named MusicAgent, which integrates numerous music-related tools and an
autonomous workflow to address user requirements. More specifically, we build
1) toolset that collects tools from diverse sources, including Hugging Face,
GitHub, and Web API, etc. 2) an autonomous workflow empowered by LLMs (e.g.,
ChatGPT) to organize these tools and automatically decompose user requests into
multiple sub-tasks and invoke corresponding music tools. The primary goal of
this system is to free users from the intricacies of AI-music tools, enabling
them to concentrate on the creative aspect. By granting users the freedom to
effortlessly combine tools, the system offers a seamless and enriching music
experience.
6530bfea6072a8d5c7bf5adf
Dingyao Yu
admin_assigned
2023-10-19T08:20:25.594Z
63182ae5743def9b36173285
https://cdn-avatars.huggingface.co/v1/production/uploads/no-auth/CnSkXSQ_S3Qf9xZssOEBV.png
Dingyao Yu
user
Uranus
6530bfea6072a8d5c7bf5ae0
Kaitao Song
admin_assigned
2023-10-19T08:21:01.211Z
5fc0b2b61160c47d1d438568
/avatars/b355912b0ec683e73f21c8d36620e146.svg
Kaitao Song
user
KaitaoSong
6530bfea6072a8d5c7bf5ae1
Peiling Lu
6530bfea6072a8d5c7bf5ae2
Tianyu He
claimed_verified
2023-10-19T09:41:08.924Z
619b7b1cab4c7b7f16a7d59e
https://cdn-avatars.huggingface.co/v1/production/uploads/619b7b1cab4c7b7f16a7d59e/6TvXaAqBghAMYO1-j5l4v.jpeg
Tianyu He
user
deeptimhe
6530bfea6072a8d5c7bf5ae3
Xu Tan
admin_assigned
2023-10-19T08:22:19.425Z
5f1040b6e9d71719e3be71d2
/avatars/a2f28940236ae625ed3810ad62e343ff.svg
Xu Tan
user
xutan
6530bfea6072a8d5c7bf5ae4
Wei Ye
6530bfea6072a8d5c7bf5ae5
Shikun Zhang
6530bfea6072a8d5c7bf5ae6
Jiang Bian
admin_assigned
2023-10-19T08:23:01.485Z
63f253f8f4e30ffd2bd308fb
/avatars/303f4c7ee588f638acf78a7966786e1e.svg
Jiang Bian
user
bianjiang
MusicAgent: An AI Agent for Music Understanding and Generation with
  Large Language Models
AI-empowered music processing is a diverse field that encompasses dozens of
tasks, ranging from generation tasks (e.g., timbre synthesis) to comprehension
tasks (e.g., music classification). For developers and amateurs, it is very
difficult to grasp all of these task to satisfy their requirements in music
processing, especially considering the huge differences in the representations
of music data and the model applicability across platforms among various tasks.
Consequently, it is necessary to build a system to organize and integrate these
tasks, and thus help practitioners to automatically analyze their demand and
call suitable tools as solutions to fulfill their requirements. Inspired by the
recent success of large language models (LLMs) in task automation, we develop a
system, named MusicAgent, which integrates numerous music-related tools and an
autonomous workflow to address user requirements. More specifically, we build
1) toolset that collects tools from diverse sources, including Hugging Face,
GitHub, and Web API, etc. 2) an autonomous workflow empowered by LLMs (e.g.,
ChatGPT) to organize these tools and automatically decompose user requests into
multiple sub-tasks and invoke corresponding music tools. The primary goal of
this system is to free users from the intricacies of AI-music tools, enabling
them to concentrate on the creative aspect. By granting users the freedom to
effortlessly combine tools, the system offers a seamless and enriching music
experience.
MusicAgent is a system that integrates various music-related tools and uses large language models to automate music processing tasks based on user requests.
large language models LLMs ChatGPT autonomous workflow timbre synthesis music classification task automation