Rust tracing
Use upstream tracing throughout Rust, including #[tracing::instrument], events, and span propagation. Centralize collection and delivery infrastructure in crates/tracing. Direct upstream imports still reach our configured subscriber; re-exporting macros does not control delivery. Do not introduce Rust log or pyo3-log for this path
litellm-tracing owns shared subscriber layers, span field collection, and diagnostic processing. Keep adapters composable as tracing_subscriber::Layers, with Logger providing host setup. Runtime-specific delivery belongs in the host bridge. The Python bridge delivers directly to the existing Python SDK logger, preserving its handlers, filtering, redaction, and request correlation. Keep Python dependencies out of crates/tracing
Hosts configure subscribers. Keep Python execution scoped to its captured dispatch rather than installing a process-wide subscriber. Propagate both span context and dispatch across spawned work and returned streams
In core, instrument execution shared by native calls and hosted machines. Use consistent route, model, provider, streaming, and outcome fields. Put status recording at shared provider boundaries instead of scattering basic logging through handlers. Keep upstream HTTP status separate from route success
Use skip_all and explicitly selected fields. Basic tracing excludes bodies, credentials, headers, and raw error strings. Avoid automatic ret or err capture of sensitive values. Keep payload diagnostics separate and subject to existing redaction
A returned stream retains its route span until exhaustion, error, or drop, with exactly one terminal outcome. Builder construction does not start a trace. Never hold a span entry guard across an await. Diagnostic tracing remains separate from lifecycle callbacks and CustomLogger dispatch
Use litellm_tracing::sink_layer to compose a sink with other subscriber layers. It inherits span fields into events and emits span-close summaries with elapsed time. Test observable records, concurrent isolation, dynamic filtering, sensitive-field exclusion, and stream cancellation when changing this behavior
Consult the tracing API and subscriber layers for implementation details