https://github.com/avik-pal/wandb.jl
Unofficial Julia bindings for logging experiments to wandb.ai
https://github.com/avik-pal/wandb.jl
Last synced: about 1 month ago
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Unofficial Julia bindings for logging experiments to wandb.ai
- Host: GitHub
- URL: https://github.com/avik-pal/wandb.jl
- Owner: avik-pal
- License: mit
- Created: 2021-05-16T10:45:55.000Z (almost 4 years ago)
- Default Branch: main
- Last Pushed: 2024-09-27T00:29:42.000Z (7 months ago)
- Last Synced: 2025-02-23T14:25:55.289Z (2 months ago)
- Language: Julia
- Homepage: https://avik-pal.github.io/Wandb.jl/stable/
- Size: 1.54 MB
- Stars: 82
- Watchers: 2
- Forks: 11
- Open Issues: 4
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Wandb.jl
[](https://avik-pal.github.io/Wandb.jl/dev/)
[](https://avik-pal.github.io/Wandb.jl/stable/)
Unofficial Julia Bindings for [wandb.ai](https://wandb.ai).
## Installation
To install simply do the following in a Julia REPL
```julia
] add Wandb
```
## Quick Start
Follow the [quickstart](https://docs.wandb.ai/quickstart) points 1 and 2 to get started with a Wandb account.
```julia
using Wandb, Logging
# Initialize the project
lg = WandbLogger(; project = "Wandb.jl", name = nothing)
# Set logger globally / in scope / in combination with other loggers
global_logger(lg)
# Logging Values
Wandb.log(lg, Dict("accuracy" => 0.9, "loss" => 0.3))
# Even more conveniently
@info "metrics" accuracy=0.9 loss=0.3
@debug "metrics" not_print=-1 # Will have to change debug level for this to be logged
# Tracking Hyperparameters
update_config!(lg, Dict("dropout" => 0.2))
# Close the logger
close(lg)
```
## Changelog
### v0.5
#### v0.5.0
* Transition to use `CondaPkg` and `PythonCall`.
* `save` is no longer exported since the name is too common.
* `Wandb.finish` has been removed. Use `Base.close` instead.
### v0.4
#### v0.4.4
* `Base.log` is not extended for `WandbBackend` of `FluxTraining`.
#### v0.4.3
* `Wandb.Image` now supports any object with a `show(::IO, ::MIME"image/png", img)` (or
`image/jpeg`) method.
#### v0.4.2
* `version()` returns a `VersionNumber` instead of a `String`
* `update_client()` needs to be called to update the wandb client. We no longer check for
updates by default.
#### v0.4.1
* The Wandb python client version number is no longer printed during `__init__` (i.e. when
calling `using Wandb`). Instead, call `Wandb.version()` to see the client version
number.
#### v0.4.0
* `Base.log` is no longer exported. Users need to do `Wandb.log`
(https://github.com/avik-pal/Wandb.jl/issues/9)
* `FluxMPI` + `Wandb` integration demo updated to the latest API