Logits Processing

For general SGLang features and configuration, see the Reference Guide.

Logits processors let you modify the next-token logits at every decoding step (e.g., to apply custom constraints or sampling transforms). Dynamo provides a backend-agnostic interface and an adapter for SGLang so you can plug in custom processors.

How it works

• Interface: Implement dynamo.logits_processing.BaseLogitsProcessor, which defines __call__(input_ids, logits) and modifies logits in-place.
• Shared spec layer: The engine declares a backend-neutral LogitsProcessorSpec (see dynamo.common.backend.engine). The shared logits_processors_for_request helper owns the generation-stage gating (activate only on AGGREGATED / DECODE) and the per-request freshness policy.
• SGLang mechanism: SGLang gates the feature behind the server flag --enable-custom-logit-processor, takes a serialized processor class as a top-level async_generate argument (custom_logit_processor), and hands that processor a batch logits tensor plus a custom_param_list (one sampling_params["custom_params"] dict per request in the batch). Dynamo’s adapter lives at dynamo.sglang.logits_processing.adapter.

Quick test: HelloWorld processor

DYN_ENABLE_TEST_LOGITS_PROCESSOR=1 is a built-in test hook (not a production processor loader) that forces the model to respond with “Hello world!”. It verifies the callback path without modifying your model or engine code:

$
cd $DYNAMO_HOME/examples/backends/sglang
$
export DYN_ENABLE_TEST_LOGITS_PROCESSOR=1
$
$
# unified aggregated
$
./launch/agg.sh

Send a normal chat/completions request; the response should contain “Hello world!”.

1
- When enabled on a generation worker, Dynamo flips `--enable-custom-logit-processor` on and forces `skip_tokenizer_init=False` so the hook can resolve "Hello world!" to token IDs at startup.
2
- Expected chat response contains "Hello world".

Disaggregated caveat

The quick test targets aggregated deployments. In disaggregated mode the prefill worker emits one token before decode resumes. The unified backend skips the test hook on the prefill role (the shared generation-stage gating returns no entries there), but the decode-side output can still be affected by the prefill-produced leading token. Use aggregated mode to verify the wiring.

How the unified backend wires this up

The unified SGLang engine threads logits processors through the shared spec layer in dynamo.common.backend.engine and the per-backend realizer at dynamo.sglang.logits_processing.adapter:

• from_args() sets server_args.enable_custom_logit_processor = True and server_args.skip_tokenizer_init = False when the env hook is on and the worker is a generation role — after user overrides, so an explicit skip_tokenizer_init=True can’t starve the hook. PREFILL keeps its configured flags.
• start() resolves a LogitsProcessorSpec once via resolve_test_logits_processor_spec, tokenizing "Hello world!" into a ForcedTokenSequenceSpec. None when the env var is off or on a non-generation role.
• generate() calls logits_processors_for_request(spec, disaggregation_mode=...), then activate_logits_processors(sampling_params, entries, request_uid=...), which stashes the serialized entries into sampling_params["custom_params"] and returns the custom_logit_processor kwarg for async_generate.
• DynamoSglangLogitProcessor.__call__(logits, custom_param_list) maps each batch row to its request’s serialized entries and applies a per-request processor to that row.

Per-request state

SGLang’s callback does not pass the per-request generated-token position, and custom_param_list is static across decode steps. So the env hook supports only ForcedTokenSequenceSpec, whose realized ForcedSequenceLogitsProcessor advances a purely internal counter (it ignores input_ids). To make that counter advance, the adapter keeps per-request processor state keyed by a request UID (context.id()) injected into custom_params, relying on SGLang caching a single DynamoSglangLogitProcessor instance (by its serialized string) and reusing it across decode steps. Because SGLang expands n > 1 into multiple batch rows that share one request’s custom_params, the hook forces n = 1 while it is active (a forced sequence has no meaningful n > 1). Arbitrary BaseLogitsProcessor instances that need the real token history are deliberately out of scope until SGLang exposes that state at this callback.

The same shared layer hosts the TRT-LLM and vLLM slices; each backend translates the same LogitsProcessorSpec into its native shape. The public config-driven loader (when it lands) plugs in by resolving a LogitsProcessorSpec from CLI/config instead of from this env var; no engine code changes.

Current limitations

• The env hook ships only ForcedTokenSequenceSpec (pre-resolved token IDs). Arbitrary Dynamo BaseLogitsProcessor instances and a public import-string/plugin loader are deferred follow-ups (see the design doc).
• PythonProcessorSpec (the TRT-LLM in-process escape hatch wrapping a live callable) is not serializable, so the SGLang adapter rejects it.
• Known issue — unbounded state map: the per-request state map is not pruned (no completion signal reaches the callback), so it grows for the life of the worker process while the hook is active. This is acceptable for the env-gated smoke hook (a test surface), but is not a production processor surface.
• n is forced to 1 while the hook is active: SGLang expands n > 1 into batch rows that share one request’s custom_params, which would collide the per-request processor state. A forced “Hello world!” has no meaningful n > 1.