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feat(epp): add TensorRT-LLM render protocol to the standalone EPP - #17038
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tmonty12
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Two findings on the standalone TensorRT-LLM path. Rechecked against the current head; the relevant Rust code is unchanged from the reviewed revision.
…aw engines Address review on #17038: - Replace the three per-engine render clients with render_client::RenderClient, constructed with the RendererProtocol. The only engine-specific knowledge is the response field that carries the token IDs (token_ids for vLLM and TensorRT-LLM, input_ids for SGLang). Config values are unchanged; transport helpers stay in render_http.rs. Tests exercise each engine's representative response fixture against the shared client and reject the other shapes. - The standalone picker reports strip_nvext when the body carried a top-level nvext (object or explicit null), and the server's single body rewrite removes it before writing the native cache_salt. The EPP has already consumed the hints it needs; vLLM and SGLang ignore the field and TensorRT-LLM (extra="forbid") rejects the request over it, so every raw engine now receives the same plain OpenAI body. Dynamo-runtime pickers leave it false because their workers read nvext. Signed-off-by: Thomas Montfort <tjmontfort12@gmail.com>
tmonty12
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One remaining allocation concern in the body rewrite path.
Address review on #17038: the body rewrite parsed the whole request into a serde_json::Value to drop one top-level key. Borrow the top-level members as RawValue instead and copy every other member verbatim; only token_ids injection, which edits inside nvext, still takes the parsed path. Enables serde_json's raw_value feature for the crate. Also trim doc comments to what the code does not already say and drop the unused RenderClient::protocol accessor. Signed-off-by: Thomas Montfort <tjmontfort12@gmail.com>
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Review comments at
@docs/fern/pages/kubernetes/kv-aware-routing/vanilla-vllm-onramp.mdx:
- Line 501: Keep the DYN_EPP_TOKENIZER_PROTOCOL row in the documented vLLM
configuration scoped to vLLM by removing references to sglang-renderer and
trtllm-render; retain vllm-render as the value for this on-ramp.
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deploy/inference-gateway/ext-proc/Cargo.tomldeploy/inference-gateway/ext-proc/examples/onramp/README.mddeploy/inference-gateway/ext-proc/examples/onramp/agg.yamldeploy/inference-gateway/ext-proc/src/epp.rsdeploy/inference-gateway/ext-proc/src/epp_router.rsdeploy/inference-gateway/ext-proc/src/epp_standalone_config.rsdeploy/inference-gateway/ext-proc/src/lib.rsdeploy/inference-gateway/ext-proc/src/picker.rsdeploy/inference-gateway/ext-proc/src/render_client.rsdeploy/inference-gateway/ext-proc/src/render_http.rsdeploy/inference-gateway/ext-proc/src/server.rsdeploy/inference-gateway/ext-proc/src/sglang_renderer_client.rsdeploy/inference-gateway/ext-proc/src/vllm_render_client.rsdeploy/inference-gateway/ext-proc/tests/ext_proc_test.rsdocs/fern/pages/kubernetes/kv-aware-routing/vanilla-vllm-onramp.mdx
💤 Files with no reviewable changes: 2
- deploy/inference-gateway/ext-proc/src/vllm_render_client.rs
- deploy/inference-gateway/ext-proc/src/sglang_renderer_client.rs
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TensorRT-LLM now exposes a shared /v1/chat/completions/render endpoint and a CPU-only trtllm-render process (NVIDIA/TensorRT-LLM#19964). Add a "trtllm-render" value for DYN_EPP_TOKENIZER_PROTOCOL and a TrtllmRenderClient that posts the unchanged chat body and reads token_ids from the returned RenderedRequest, sharing the existing render_http transport and error mapping. Add a raw-worker on-ramp manifest (trtllm-agg.yaml) with stock trtllm-serve workers publishing native streaming KV events over ZMQ, a CPU-only renderer, and the standalone EPP; document it in the onramp README and stop claiming vllm-render is the only protocol. DEP #11661 Milestone 3 (aggregated). Linear DYN-4438. Signed-off-by: Thomas Montfort <tjmontfort12@gmail.com>
… on-ramp Move trtllm-render from a separate Deployment and Service into the EPP pod as a native sidecar (init container with restartPolicy: Always). It starts before the EPP, gates pod readiness through an exec probe, listens on loopback only, and every EPP replica carries its own renderer. Update the README section. Signed-off-by: Thomas Montfort <tjmontfort12@gmail.com>
…aw engines Address review on #17038: - Replace the three per-engine render clients with render_client::RenderClient, constructed with the RendererProtocol. The only engine-specific knowledge is the response field that carries the token IDs (token_ids for vLLM and TensorRT-LLM, input_ids for SGLang). Config values are unchanged; transport helpers stay in render_http.rs. Tests exercise each engine's representative response fixture against the shared client and reject the other shapes. - The standalone picker reports strip_nvext when the body carried a top-level nvext (object or explicit null), and the server's single body rewrite removes it before writing the native cache_salt. The EPP has already consumed the hints it needs; vLLM and SGLang ignore the field and TensorRT-LLM (extra="forbid") rejects the request over it, so every raw engine now receives the same plain OpenAI body. Dynamo-runtime pickers leave it false because their workers read nvext. Signed-off-by: Thomas Montfort <tjmontfort12@gmail.com>
Keep the PR to the render-protocol change. The trtllm-agg.yaml manifest and its README section depend on a TensorRT-LLM image that includes the render endpoints, which no release ships yet; the protocol mentions in agg.yaml and the vLLM on-ramp doc stay. Signed-off-by: Thomas Montfort <tjmontfort12@gmail.com>
Address review on #17038: the body rewrite parsed the whole request into a serde_json::Value to drop one top-level key. Borrow the top-level members as RawValue instead and copy every other member verbatim; only token_ids injection, which edits inside nvext, still takes the parsed path. Enables serde_json's raw_value feature for the crate. Also trim doc comments to what the code does not already say and drop the unused RenderClient::protocol accessor. Signed-off-by: Thomas Montfort <tjmontfort12@gmail.com>
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jthomson04
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Approving to unblock. The cache_salt question on TRT-LLM KV events is worth answering before relying on salts with TRT-LLM pools; the rest are nits.
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Previously reported defects still present:
- Original discussion: The redundant protocol matrices remain at the reviewed head.
rejects_invalid_client_configrepeats protocol-independent constructor validation for all three protocols, andrejects_another_engines_response_shaperepeats equivalent mismatches between the two response-field classes. One representative protocol/config case and one mismatch in each distinct field direction preserve the observable contracts. - Original discussion: The two identified superfluous tests remain at the reviewed head:
rewrite_top_level_matches_parsed_rewritereimplements the production transformation as its oracle, whilerewrite_forwarded_body_strip_then_token_data_leaves_only_epp_fieldsexercises a combination no picker produces. The retained strip, verbatim-copy, and malformed-body tests still protect the supported rewrite behavior. - Original discussion: Verified against TensorRT-LLM commit ec3352fee21a7a16ebd320d30a94e1a7d5ac3bda: its ZMQ
BlockStoredwire struct has neither a top-level cache-salt field nor populatedextra_keys, while Dynamo only recovers the namespace from those locations. The EPP nevertheless includescache_namespacewhen hashing/selecting and forwards a nativecache_saltto the worker. Consequently salted TRT-LLM blocks are indexed without their namespace: salted requests cannot receive their actual overlap score, while unsalted requests can be credited with blocks whose TRT-LLMBlockKeysalt prevents reuse. Add the TRT-LLM cache salt to its KV-event wire format and deserialize it intocache_namespace, or reject/disable cache namespaces for this protocol until that end-to-end contract exists. - Original discussion: Verified still present. At the pinned TensorRT-LLM merge,
StreamingBlockStoredDatacarries hashes, tokens, multimodal keys, and LoRA identity but no cache salt. Dynamo therefore recomputes stored token hashes withcache_namespace=None, while requests containingcache_saltare scored with a namespaced hash. Salted requests cannot score their reusable blocks, and unsalted requests can be credited with salted blocks the worker cannot reuse. Carry and parse the salt in TensorRT-LLM KV events, or reject salted requests on this protocol until that transport exists. - Original discussion: Verified still present. The vanilla-vLLM on-ramp configuration lists
sglang-rendererandtrtllm-render, although the surrounding service, block-size, event-port, and batching settings remain vLLM-specific. Users can consequently treat this incomplete table as a valid non-vLLM configuration. Keep this row scoped tovllm-render, or add complete backend-specific configuration sections. - Original discussion: Verified still present: TensorRT-LLM includes
cacheSaltin its internal block key but its ZMQBlockStoredschema exposes neithercache_saltnor the salt throughextra_keys. The EPP therefore indexes salted TRT-LLM blocks without their namespace, causing salted requests to miss reusable blocks and potentially crediting unsalted requests with incompatible blocks.
- CacheSaltForwarding::NativeVllm -> RawEngine; it covers vLLM, SGLang, and TensorRT-LLM. - rewrite_top_level deserializes BTreeMap<String, &RawValue>, removes nvext, inserts the salt as a RawValue, and serializes; the hand-written visitor and byte writer are gone. Top-level key order is not meaningful to any engine. - parse_token_ids matches on RendererProtocol directly; TokenIdsField is gone. - Drop the parsed-vs-borrowed equivalence test and the strip+token_ids test (no picker produces that combination); run the config and shape-mismatch tests for one protocol. Signed-off-by: Thomas Montfort <tjmontfort12@gmail.com>
atchernych
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- Requests with a namespace (
x-tenant-id,nvext.cache_salt, or a top-levelcache_salt) never score overlap. If the gateway setsx-tenant-idon every
request, KV-aware routing is effectively off for the whole pool.
At least we should document it. Approving provided that.
hchings
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Should we also skip rendering at TRTLLM worker in this same MR?
Both chat completion and completion endpoints support it, and I want to make sure nothing else is missing for e2e integration.
To skip rendering on a TRT-LLM worker:
- Check once at admission that the worker's render_fingerprint (GET
/server_info) equals the renderer's. If it doesn't, forward the original body. - Add the render response's token_ids to the forwarded chat body as top-level prompt_token_ids, and keep messages. Don't use nvext.token_data, because TRT-LLM rejects nvext.
- Forward the original body unrendered instead when the request:
- has a named tool_choice (the worker returns 400 with prompt_token_ids),
- has a non-trivial render context (resolved_thinking or prompt_tokens_excluded_from_usage is set),
✅ Dynamo PR CI passed — run 39855180842 (attempt 1) on
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TensorRT-LLM's streaming KV events carry no cache salt, so the standalone index files every TensorRT-LLM block unsalted: a salted request would never score overlap, and its blocks would be credited to unsalted requests that cannot reuse them. Under trtllm-render, reject any request that resolves a cache namespace (x-tenant-id, nvext.cache_salt, or cache_salt) with 400 before the render call, and say so in the docs. Drop the check once TensorRT-LLM emits the salt on BlockStored. Signed-off-by: Thomas Montfort <tjmontfort12@gmail.com>
@hchings for the initial PR we just want to focus on the rendering for routing piece without modifying the original request body. This is how things are currently implemented for the other engines. Can follow up in a subsequent PR to have TRTLLM worker skip rendering. |
…-dynamo#17038) Signed-off-by: Thomas Montfort <tjmontfort12@gmail.com>
Summary:
Adds a TensorRT-LLM render path to the standalone EPP:
DYN_EPP_TOKENIZER_PROTOCOL=trtllm-rendertokenizes through TensorRT-LLM's/v1/chat/completions/renderendpoint (NVIDIA/TensorRT-LLM#19964), so the EPP can front stocktrtllm-serveworkers and route KV-aware off their native streaming KV events (DEP #11661 Milestone 3). Along the way the three per-engine render clients collapse into one, and the EPP strips the consumed Dynamonvextfrom the body it forwards to any raw engine.Details:
src/render_client.rs(new): oneRenderClientfor vLLM, SGLang, and TensorRT-LLM; the protocol only selects the response field that carries the token IDs.src/vllm_render_client.rs,src/sglang_renderer_client.rs(deleted): replaced by the shared client.src/epp_standalone_config.rs:RendererProtocol::TrtllmRender, parsed fromtrtllm-render.src/epp_router.rs: builds the shared client from the protocol and reportsstrip_nvextwhen the body carried a top-levelnvext(object ornull). Undertrtllm-renderit also rejects any request that resolves a cache salt (x-tenant-id,nvext.cache_salt, orcache_salt) with HTTP 400 before the render call, because TensorRT-LLM's streaming KV events carry no salt and the index could neither credit the salted request nor keep its blocks from being credited to unsalted ones.src/picker.rs:PickResult::strip_nvext.src/server.rs:rewrite_forwarded_bodydropsnvextand writes the nativecache_saltby copying the other top-level members verbatim as borrowedRawValues; onlytoken_idsinjection still parses the tree.src/epp.rs,src/lib.rs,src/render_http.rs,tests/ext_proc_test.rs,Cargo.toml: wiring, exports, comment updates, the new field in the test picker, and serde_json'sraw_valuefeature.examples/onramp/README.md,examples/onramp/agg.yaml,docs/.../vanilla-vllm-onramp.mdx: list all three protocols and document thenvextstrip.Validation:
cargo test -p dynamo-ext-proc: 166 passed.cargo clippy --all-targets -D warnings,cargo fmt --check,docs_lint.py: clean.trtllm-serve Qwen/Qwen3-0.6Bpods (nvcr.io/nvidia/tensorrt-llm/release:1.4.0rc1, nativekv_events_configZMQ publisher,tokens_per_block=32), one standalone EPP built from this branch withtrtllm-renderas a native sidecar on loopback, GAIEInferencePoolandHTTPRoutebehind an existing agentgateway. The manifests are test-only; the rc1 image predates #19964, so the sidecar overlays the render sources from the merge commit.dynamo_epp_cached_tokens_sum=1398over 11nvext.agent_hints,nvext: nullthrough the gatewayextra_forbiddenfrom the worker without the strip)x-tenant-id,nvext.cache_salt, top-levelcache_saltkill -TERM 1Related Issues: