refactor: isolate model families end to end by yifeif-nv · Pull Request #1093 · NVIDIA/TensorRT-Model-Connect

yifeif-nv · 2026-08-29T23:08:48Z

Background

The previous repository split each model across central builder, runtime,
registration, validation, and documentation systems. Adding a family therefore
required shared model changes and increased cross-family coupling. This PR
atomically replaces that layout with the architecture documented in
website/docs/architecture/ai-native-horizontal-scaling.md.

Exit Criteria

Every supported family owns its build, runtime DSO, direct tests, and optional
build/reference/test dependencies under families/<family>/.
core/builder/ contains Python only; core/runtime/ contains C++ only.
Family implementations do not import, include, link, or inherit from sibling
families.
BYOK, benchmark, Cosmos dual-Spark, and VoiceChat remain one-way applications
over public ModelConnect APIs.
No legacy compatibility, migration, dual path, implicit registry/profile
discovery, dependency fingerprint, or content-hash validation remains.
Required CI passes on the exact PR head before merge.

Implementation

Replaced the old python/, src/, include/, tests/, benchmarks/, and
scripts/ source roots with explicit ownership boundaries:
- core/builder/: Python-only shared build control and tests;
- core/runtime/: C++-only bundle, loader, TensorRT backend, BYOK, public
  headers, and native tests;
- apps/cli/ and apps/benchmark/: one-way public API consumers;
- families/<family>/: complete Python/C++ model-owned vertical slices.
Migrated all 87 current-main families, including MoGe and Qwen3.8, into the
same physical contract. Root CMake discovers only the family directory
convention; it has no central family source list.
Kept each family builder as a plain build(request, writer) function.
Builder inheritance is forbidden.
Made tokenizer-owning families write their exact add-special, prefix, and
suffix contract into owner-local runtime.json; runtime readers remain
fail-closed and have no default or compatibility fallback.
Made TP family runtimes consume the explicit OpenMPI rank contract and kept
FP32-only family manifests on their previously supported precision.
Removed TP builder imports of retired plugin.py modules; every TP builder
now depends only on its current owner-local implementation.
Preserved the distributed launcher environment explicitly: direct mpirun
family tests export the native loader path required by wheel-provided NCCL.
Made simple TP family plugins preload NCCL into global symbol scope and kept
distributed BART/Marian/T5 rendezvous owner-local and explicit.
Made concrete family pipelines implement abstract Task APIs and use the thin
Engine API. Each family builds an independent libtrtmc_model_<family>.so.
Kept the user build UX model-centric: users provide a Hugging Face model ID
or local snapshot. Core queries dependency-light support.py modules,
requires exactly one owner, and uses the family-owned default task unless
--task overrides it. There is no first-match or repository-name inference.
Kept one pinned GPU base. Families may declare plain owner-local
requirements.txt files; no per-family image digest, dependency profile, or
central extras registry is introduced.
Preserved BYOK as a build-time graph transform plus explicit TVM-FFI
DSO/function runtime contract. No graph/source/ABI hashes or fallback path was
added.
Preserved trtmc-bench, native benchmark worker, dataset benchmark,
performance matrix, Cosmos3 dual-Spark, VoiceChat full-duplex, and BYOK
examples as applications over public APIs.
Preserved Qwen3.8 FP8 and ModelOpt NVFP4 checkpoint support with family-owned
regressions for scale handling, E2M1 unpacking, recurrent state precision,
and runtime dimensions.

Change categories

Validation

Commands and Results

Exact head: 36b03b3bd1d0469ebda3d5e35689dac99cc44a5a

Minimal build-control loop first:
PYTHONPATH=core/builder:apps/benchmark:. python -m pytest on family dispatch,
family-owned default task resolution, and bundle publication: 3 passed.
Full Python suite in the pinned development container:
271 passed, 273 skipped. Skips are unselected real model E2Es, not passes.
Real ALBERT checkpoint-to-bundle-to-native/reference E2E: 1 passed in
98.72s, covering the explicit family tokenizer frame.
Real BERT checkpoint-to-bundle-to-native/reference E2E: 1 passed in
90.27s, including exact weight/bias versus gamma/beta LayerNorm schema
selection.
Native configuration and complete build with all 87 family DSOs, shared
runtime/backend, CLI, benchmark apps, and registered C++ test targets: passed.
BYOK-enabled native test suite:
ctest --test-dir build-layout-container --output-on-failure: 50/50 passed,
including benchmark CPU E2E and two GPU tests.
Real public user path, with no --family and no --task:
python -m tensorrt_model_connect build distilbert/distilgpt2 ... built a
bundle resolved as family=gpt2, task=text_generation; native generation
returned " saw a video of" with token IDs [2497,257,2008,286].
Direct DistilGPT2 family checkpoint-to-bundle-to-native/reference E2E:
1 passed; two unselected manifest variants skipped.
Qwen3.8 family regressions: 11 passed, covering FP8, NVFP4, hybrid routing,
recurrent-state precision, and runtime config.
cmake --install validated 87 family DSOs, core/runtime/backend/BYOK,
executables, public headers, and CMake package files.
Exact-head sdist build passed: 3,233 files and 38 family dependency
declarations; retired source roots were absent.
tools/model_ci.py validate: valid for all 87 families.
Ruff, clang-format dry run, legal-header audit, cyclomatic-complexity gate,
strict core language checks, and git diff --check: passed.
Model-support inventory test and production Docusaurus build: passed; the
generated inventory contains 87 families and 226 manifests.

Hardware, Environment, and Revisions

Head: 36b03b3bd1d0469ebda3d5e35689dac99cc44a5a
Base: 2ec39a87830a3bff883181c36773905eee77837b
Local native validation: NVIDIA GB300, AArch64 Ubuntu 24.04 container, CUDA
13.3, TensorRT 11.1, sm_100 build target.

Not Run / Remaining Gaps

The complete 87-family real checkpoint/TP/CP matrix was not rerun locally.
In particular, real MoGe and Qwen3.8-27B checkpoint E2Es still require the
protected matrix.
An exact-head wheel was not rebuilt locally. Exact-head CMake install and
sdist validation passed; wheel construction/install/RTLD validation remains a
required CI gate.
Real two-DGX-Spark/RoCE execution and physical ALSA microphone/speaker
execution were unavailable locally. Their source/build contracts and one-way
dependencies passed.
Required public and protected CI has not completed on this replacement head.
DCO passed and GitHub currently reports the PR mergeable; no merge was
attempted.

Notes For Future Readers

This is intentionally one atomic breaking replacement. Old bundles must be
rebuilt; there is no compatibility or migration layer.
Suggested review order: architecture document; core/builder and
core/runtime boundaries; two structurally different family slices; Task and
Engine interfaces; apps/examples; closed-set tests; CI/package changes.
Do not extract duplicated family code into a shared model helper without a
concrete stable cross-family contract.

Risk level

Low
Medium
High

Risk rationale: this deliberately replaces every family build/runtime/test
path, the bundle/API/ABI contract, packaging, documentation, and CI in one
incompatible change.

coderabbitai · 2026-08-29T23:09:06Z

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github-actions · 2026-09-01T21:24:20Z

This is an automated Internal CI result; no review from an individual maintainer is requested.

TRTMC Protected CI failure
==========================

This log contains only approved structured failure fields.

Status: FAILED
Repository: NVIDIA/TensorRT-Model-Connect
Pull request: #1093
Head commit: 82818497469bc7ce69a95e5467f12c40e4e4c0d2
Tested revision: 335b931f366e55f186265c8650d31f1a2b05e899 (merge)
Run attempt: 1
Generated at: 2026-09-01T21:23:44Z
Disclosure policy: 2026-08-27

Failure summary
---------------
Failure 1
  Class: legal_error
  Reason: canonical_document_mismatch
  Cause: A canonical repository document does not match policy.
  Stage: legal
  Model: other-model
  Backend: other-backend
  GPU: protected-gpu
  Test: CONTRIBUTING.md

Report ID: trtmc-pr1093-8281849-attempt1

Open the public Source Actions run from the automated status link above.

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coderabbitai · 2026-09-02T04:47:10Z

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families/qwen_vl/runtime/kv_cache.h
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families/qwen_vl/runtime/lora_peft_artifact.h
families/qwen_vl/runtime/lora_peft_loader.cpp
families/qwen_vl/runtime/lora_peft_loader.h
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families/sam3/timing_cache.py
families/sam3/tokenizer_contract.py
families/sam3/tracker_attention_builder.py
families/sam3/tracker_builder.py
families/sam3/tracker_decoder_builder.py
families/sam3/tracker_memory_builder.py
families/sam3/tracker_weights.py
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families/sana_wm/builder_lifetime.py
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families/sana_wm/components/__init__.py
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families/sana_wm/native_plugins/CMakeLists.txt
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families/sana_wm/native_plugins/sana_wm_gdn_plugin.h
families/sana_wm/native_plugins/sana_wm_torch_conv2d_plugin.cpp
families/sana_wm/native_plugins/torch_cuda_bfloat16_math.cpp
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families/sana_wm/runtime/sana_wm_bpe_tokenizer.cpp
families/sana_wm/runtime/sana_wm_scheduler_helpers.h
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families/sana_wm/tests/__init__.py
families/sana_wm/tests/assets/demo_0.txt
families/sana_wm/tests/assets/demo_0_intrinsics.npy
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families/segformer/checkpoint_mapper.py
families/segformer/config.py
families/segformer/graph_ops.py
families/segformer/model.py
families/segformer/parallel.py
families/segformer/requirements.txt
families/segformer/runtime/CMakeLists.txt
families/segformer/runtime/decoded_image.h
families/segformer/runtime/plugin.cpp
families/segformer/runtime/plugin_helpers.cpp
families/segformer/runtime/plugin_helpers.h
families/segformer/runtime/segformer_postprocess_cuda.cu
families/segformer/runtime/segformer_postprocess_cuda.h
families/segformer/runtime/segformer_postprocess_seam.h
families/segformer/runtime/segformer_preprocess_seam.cpp
families/segformer/runtime/segformer_preprocess_seam.h
families/segformer/runtime/segment_pipeline.cpp
families/segformer/runtime/segment_pipeline.h
families/segformer/segformer_tp_builder.py
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