Dependency Management

Deploying a content item to ricochet follows the same lifecycle regardless of language:

1. The bundle is uploaded to the REST API.

2. The bundle is unpacked into the item’s source code.

3. The content environment’s dependencies are installed.

4. If the environment restores successfully, the deployment succeeds.

Note

ricochet makes no guarantee that an app is free of bugs or errors. It only guarantees that the specified dependencies can be installed.

R

R content items use renv to restore the package environment.

When using the standalone installers or Helm charts, renv is vendored from RICOCHET_HOME/vendor/r/renv.tar.gz.

renv is restored with the following commands (abbreviated for brevity):

renv::init(bare = TRUE)
renv::record(sprintf("renv@%s", as.character(packageVersion("renv"))))
renv::restore(prompt = FALSE)
renv::activate()

The vendored renv version is recorded to prevent renv from bootstrapping an out-of-date, incompatible version of itself for the content item.

Bootstrapping {renv}

On startup, ricochet copies the tarball to RICOCHET_HOME/.cache/vendor/r/renv.tar.gz. This avoids masking from the PVC path in Kubernetes.

1. ricochet reads the requested R version from the renv.lock file and finds the closest matching version of R on the host.

2. For that R version, ricochet checks whether renv is installed at RICOCHET_HOME/r/{major}.{minor}. On the Kubernetes backend, it checks RICOCHET_HOME/r/{major}.{minor}/{os}/{arch}/.

3. If renv is not yet installed, ricochet installs it while holding a lock, ensuring no other R process contends for the same installation location.

4. Once renv is installed, the dependency restore continues.

Multi-arch Kubernetes clusters

In Kubernetes environments, ricochet detects all available node types and runs the restore job for both amd64 and arm64 architectures when both are present. The restore succeeds only if it succeeds on both architectures.

Julia

Julia content items are restored as follows:

1. ricochet vendors juliaup to detect Julia versions.

2. The requested Julia version is determined from the Manifest.toml file.

3. Packages are installed by running the command below.

julia --quiet --history-file=no -e "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()"

The JULIA_DEPOT_PATH is stored at RICOCHET_HOME/.julia.

Python

Python content items are restored with uv:

1. The requested Python version is determined from the .python-version file.

2. Packages are synced by running the command below.

uv sync --python {python_path} --no-python-downloads --frozen

The following environment variables are set to limit resource usage:

• UV_CONCURRENT_DOWNLOADS: 8
• UV_CONCURRENT_INSTALLS: 4
• UV_CONCURRENT_BUILDS: 2

Preflight dependency checks

Before spawning any apps, documents, or scripts, ricochet verifies that the package environment has not drifted. This is done through a preflight dependency check, shown below for each language.

R

user_lib <- Sys.getenv("R_LIBS_USER")
if (!requireNamespace("renv", quietly = TRUE)) {
  install.packages("RICOCHET_HOME/.cache/vendor/r/renv.tar.gz", repos = NULL, lib = user_lib)
}
renv::load()
if (renv::status()$synchronized) {
  quit(status = 0L)
} else {
  quit(status = 2L)
}

Julia

using Pkg
has_missing = let buf = IOBuffer()
    Pkg.status(io = buf)
    occursin("are not downloaded", String(take!(buf)))
end

exit(has_missing ? 0 : 2)

Python

uv sync --frozen --check --python {python-path}

If a check fails, the deployment is invalidated and a new deployment is triggered. If the check fails a second time, no further action is taken, avoiding an endless redeploy cycle.

Version matching

ricochet applies the same compatible-version-matching logic across all languages.

The requested version is first determined from your project’s lockfile (renv.lock, Manifest.toml, or .python-version). ricochet then discovers the interpreters installed on your host. It uses internal logic for R, juliaup for Julia, and uv for Python.

Matching is best-effort. If the exact requested version isn’t available, ricochet resolves to the closest compatible one rather than failing. Versions are selected in the following order:

1. Exact match. If the requested version is available, it is used.

2. Nearest within the same major.minor release. Otherwise, the highest available version that is at or below the requested version.

3. Nearest available. If none qualify, the closest available version.

4. Newer major requested. If the requested version’s major is ahead of everything available, the largest available version is used.

Note

Python additionally honors the requires-python constraint in your uv.lock. Incompatible versions are filtered out before matching, and the version in your .python-version file must satisfy that constraint.