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refactor: isolate model families end to end - #1093

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yifeif-nv:agent/ai-native-horizontal-scale
Open

refactor: isolate model families end to end#1093
yifeif-nv wants to merge 1 commit into
NVIDIA:mainfrom
yifeif-nv:agent/ai-native-horizontal-scale

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@yifeif-nv

@yifeif-nv yifeif-nv commented Aug 29, 2026

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Background

The previous layout split each model across central builder, runtime,
registration, validation, dependency, and documentation systems. Adding or
changing one family therefore required shared model edits and increased
cross-family coupling.

This PR atomically replaces that layout with the architecture documented in
website/docs/architecture/ai-native-horizontal-scaling.md. It is an
intentional breaking cutover: no compatibility layer, migration path, legacy
fallback, or dual implementation remains.

Result

  • Every one of the 98 current-main families owns its complete vertical slice
    under families/<family>/: build code, runtime DSO, dependency declaration,
    manifests, thresholds, and direct tests.
  • Family production code does not import, include, link, inherit from, or
    dispatch through sibling families.
  • Each model.py exposes one plain build(request, writer) function. Builder
    inheritance is forbidden.
  • Native family pipelines implement the abstract Task APIs and use the thin
    shared Engine/Bundle contracts.
  • core/builder/ is Python-only and core/runtime/ is C++-only. Shared
    infrastructure contains no central family registry or optional model hooks.
  • Root build, packaging, CI selection, and documentation discover physical
    family directories; normal family work stays inside its owner directory.

Preserved Functionality

  • Preserves BYOK as an explicit graph transform plus TVM-FFI runtime contract.
  • Preserves trtmc-bench, the native benchmark worker, dataset benchmark, and
    release performance matrix as one-way consumers of public APIs.
  • Preserves the existing examples, including Cosmos3 dual-Spark,
    FoundationPose, LeRobot ACT, VoiceChat full-duplex, and BYOK.
  • Preserves DevToolkit container lifecycle support as an application over the
    public library boundary.
  • Preserves current MoGe behavior, K2-Horizon, Qwen3.8 FP8/NVFP4, and the five
    timm families merged while this PR was open: DenseNet, EfficientNet,
    Inception-v3, MNASNet, and RepVGG.
  • Restores the caller-provisioned SAM2 five-frame L4 qualification as an
    explicit family-owned local command. It intentionally stays outside the
    automated manifest inventory because its bundle, frames, and golden evidence
    are not repository assets.

Deliberate Simplifications

  • Removes the old python/, src/, include/, tests/, benchmarks/, and
    scripts/ architecture roots after moving active functionality to
    core/, families/, apps/, and examples/.
  • Removes central model/runtime/workload/profile registries and generated
    fallback reports.
  • Keeps one pinned container base image. Each family may declare its own plain
    requirements.txt; there is no central dependency catalog.
  • Removes source, dependency, wheel, bundle, artifact, report, and profile
    content-digest validation. Runtime checks retain only semantic format, shape,
    ABI, ownership, and numerical correctness checks.
  • Accepts owner-local duplication to keep family dependencies one-way and
    isolated.

Coverage Preservation

The dedicated matrix replays the protected behavior of the exact current-main
base and fails closed on missing or reassigned family/case ownership.

  • Current-main protected union: 98 families / 198 cases.
  • New pre-merge selection: 98 families / 104 cases.
  • New nightly selection: 98 families / 281 cases.
  • Required semantic assessment: 12 cases.
  • Missing protected families or cases: 0.

SAM2 L4 is additionally retained as a local-only qualification and is not
counted as an automated pass without caller-provisioned evidence.

Validation

Exact head: 9777fef79702c3d511a7e626617913d02101f45f

  • Public Community CPU exact-head workflow: all jobs passed.
    • Source quality: passed, including 114 Python source/architecture tests.
    • Docs: generated model inventory and production Docusaurus build passed.
    • Ownership and impact: passed with the expected full-repository scope.
    • Unit: 268 Python tests passed; fresh native build completed; CTest 65/65
      passed. Eight explicitly GPU-only CTests were skipped in the hardened CPU
      lane rather than counted as passes.
  • Architecture isolation suite: 38 passed.
  • tools/model_ci.py validate: valid for all 98 families.
  • Production package lane:
    • sdist includes every family dependency declaration;
    • wheel includes all family Python/data and exactly 98 family DSOs;
    • installed trtmc, trtmc-bench, and bundle inspection passed;
    • every installed DSO loaded with RTLD_NOW.
  • Focused five-timm and SAM2 L4 port suites: 64 Python tests passed, two
    expected unselected-GPU skips; five timm DSOs and five preprocessing tests
    built and passed in both focused and full native builds.
  • SAM2 L4 local runner device-free contracts passed; malformed, missing,
    symlinked, incomplete, and accuracy-regressed inputs fail closed.
  • Ruff, clang-format dry run, legal-header audit, complexity gate, package
    checks, and git diff --check: passed.
  • DCO and PR metadata checks: passed.

Remaining Gate

The dedicated protected pre-merge and nightly lanes must pass on this exact
head before merge. They provide real checkpoint/native/reference coverage that
is intentionally unavailable in the public CPU lane. No merge is requested by
this update.

Review Notes

  • Suggested order: architecture document; thin core contracts; two
    structurally different family slices; Task/Engine interfaces; apps/examples;
    closed-set architecture tests; CI/package selection.
  • Do not extract duplicated family code into shared model helpers without a
    concrete stable cross-family contract.
  • Existing bundles must be rebuilt against the new public contracts.

Change categories

  • Model or runtime behavior
  • Public API
  • ABI
  • Bundle format
  • Dependencies
  • CI or developer tooling
  • Documentation only

Risk level

  • Low
  • Medium
  • High

This deliberately replaces every family build/runtime/test path, packaging
layout, and core API/ABI boundary in one incompatible change.

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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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Important

Review skipped

Too many files!

This PR contains 2966 files, which is 2666 over the limit of 300.

To get a review, reduce the PR to 300 files or fewer by splitting it into smaller PRs or changing its base branch.

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Review profile: CHILL

Plan: Enterprise

Run ID: 0426ae7b-adfc-4f98-af46-f187f7a036f5

📥 Commits

Reviewing files that changed from the base of the PR and between 92db111 and 9777fef.

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  • cmake/register_model_plugin.cpp.in
  • cmake/register_schemas.cpp.in
  • cmake/trtmcConfig.cmake.in
  • cmake/trtmc_config_schemas.cmake
  • cmake/trtmc_pipeline_plugins.cmake
  • cmake/trtmc_registration_manifest.cmake
  • conanfile.py
  • conftest.py
  • core/builder/tensorrt_model_connect/__init__.py
  • core/builder/tensorrt_model_connect/__main__.py
  • core/builder/tensorrt_model_connect/build.py
  • core/builder/tensorrt_model_connect/build_cli.py
  • core/builder/tensorrt_model_connect/bundle_writer.py
  • core/builder/tensorrt_model_connect/byok.py
  • core/builder/tensorrt_model_connect/graph_transform.py
  • core/builder/tensorrt_model_connect/model_support.py
  • core/builder/tests/__init__.py
  • core/builder/tests/test_build.py
  • core/builder/tests/test_build_cli.py
  • core/builder/tests/test_bundle_writer.py
  • core/builder/tests/test_byok.py
  • core/builder/tests/test_graph_transform.py
  • core/builder/tests/test_model_support.py
  • core/runtime/bundle/bundle_format.cpp
  • core/runtime/bundle/bundle_format.h
  • core/runtime/byok/byok.cpp
  • core/runtime/byok/tvm_ffi_function.cpp
  • core/runtime/byok/tvm_ffi_function.h
  • core/runtime/byok/tvm_ffi_kernel_creator.cpp
  • core/runtime/byok/tvm_ffi_kernel_plugin.cpp
  • core/runtime/byok/tvm_ffi_kernel_plugin.h
  • core/runtime/include/trtmc/bundle.h
  • core/runtime/include/trtmc/byok.h
  • core/runtime/include/trtmc/runtime/device_tensor.h
  • core/runtime/include/trtmc/runtime/family_factory.h
  • core/runtime/include/trtmc/runtime/family_loader.h
  • core/runtime/include/trtmc/runtime/tensor.h
  • core/runtime/include/trtmc/runtime/trt_backend.h
  • core/runtime/include/trtmc/runtime/trt_module.h
  • core/runtime/include/trtmc/task.h
  • core/runtime/loader/family_loader.cpp
  • core/runtime/primitives/cuda_common.cpp
  • core/runtime/primitives/cuda_common.h
  • core/runtime/primitives/device_tensor.cpp
  • core/runtime/primitives/trt_common.cpp
  • core/runtime/primitives/trt_common.h
  • core/runtime/tensorrt/trt_backend.cpp
  • core/runtime/tensorrt/trt_logger.cpp
  • core/runtime/tensorrt/trt_logger.h
  • core/runtime/tensorrt/trt_module_impl.cpp
  • core/runtime/tensorrt/trt_module_impl.h
  • core/runtime/tests/fake_backend.cpp
  • core/runtime/tests/fake_family.cpp
  • core/runtime/tests/test_bundle_format_v1.cpp
  • core/runtime/tests/test_byok_shape_spec.cpp
  • core/runtime/tests/test_family_loader.cpp
  • core/runtime/tests/test_task_api.cpp
  • examples/byok/README.md
  • examples/byok/export_cutedsl_residual_add.py
  • examples/byok/test_tvm_ffi_plugin.cpp
  • examples/models/cosmos3/dual_spark/Dockerfile
  • examples/models/cosmos3/dual_spark/Dockerfile.dockerignore
  • examples/models/cosmos3/dual_spark/README.md
  • examples/models/cosmos3/dual_spark/run_dual_spark.py
  • examples/models/cosmos3/dual_spark/test_cosmos3_dual_spark_source.py
  • examples/models/foundationpose/preprocessed_refinement/CMakeLists.txt
  • examples/models/foundationpose/preprocessed_refinement/README.md
  • examples/models/foundationpose/preprocessed_refinement/main.cpp
  • examples/models/foundationpose/preprocessed_refinement/qualification/gb300-trt11.1-fp16.json
  • examples/models/foundationpose/preprocessed_refinement/qualification/gb300-trt11.1-fp32.json
  • examples/models/lerobot_act/recorded_control/CMakeLists.txt
  • examples/models/lerobot_act/recorded_control/README.md
  • examples/models/lerobot_act/recorded_control/main.cpp
  • examples/models/lerobot_act/recorded_control/qualification/gb300-trt11.1-fp32.json
  • examples/models/nemotron_voicechat/full_duplex/CMakeLists.txt
  • examples/models/nemotron_voicechat/full_duplex/Dockerfile
  • examples/models/nemotron_voicechat/full_duplex/Dockerfile.dockerignore
  • examples/models/nemotron_voicechat/full_duplex/README.md
  • examples/models/nemotron_voicechat/full_duplex/main.cpp
  • examples/models/nemotron_voicechat/full_duplex/test_voicechat_full_duplex_source.py
  • examples/trtmc_bench.yaml
  • examples/trtmc_benchmark_worker.cpp
  • examples/trtmc_dataset_benchmark.cpp
  • families/__init__.py
  • families/albert/__init__.py
  • families/albert/checkpoint_mapper.py
  • families/albert/config.py
  • families/albert/encoder_builder.py
  • families/albert/graph_ops.py
  • families/albert/model.py
  • families/albert/parallel.py
  • families/albert/runtime/CMakeLists.txt
  • families/albert/runtime/pipeline.cpp
  • families/albert/runtime/pipeline.h
  • families/albert/runtime/plugin.cpp
  • families/albert/runtime/plugin_helpers.cpp
  • families/albert/runtime/plugin_helpers.h
  • families/albert/runtime/tokenizer.h
  • families/albert/runtime/unigram_tokenizer.cpp
  • families/albert/support.py
  • families/albert/tests/__init__.py
  • families/albert/tests/manifests/albert-base-tp4.json
  • families/albert/tests/manifests/albert-base.json
  • families/albert/tests/test_e2e.py
  • families/albert/tests/thresholds/albert-base-tp4.json
  • families/albert/tests/thresholds/albert-base.json
  • families/albert/tp_builder.py
  • families/bark/__init__.py
  • families/bark/checkpoint_mapper.py
  • families/bark/config.py
  • families/bark/decoder_tp_builder.py
  • families/bark/default_decoder.py
  • families/bark/default_dual_profile_decoder.py
  • families/bark/encodec_builder.py
  • families/bark/graph_blocks.py
  • families/bark/graph_ops.py
  • families/bark/model.py
  • families/bark/parallel.py
  • families/bark/requirements.txt
  • families/bark/runtime/CMakeLists.txt
  • families/bark/runtime/bark_config.h
  • families/bark/runtime/bark_generation_plan.h
  • families/bark/runtime/decode_runtime.cpp
  • families/bark/runtime/decode_runtime.h
  • families/bark/runtime/inference_state.h
  • families/bark/runtime/kv_cache.cpp
  • families/bark/runtime/kv_cache.h
  • families/bark/runtime/pipeline.cpp
  • families/bark/runtime/pipeline.h
  • families/bark/runtime/plugin.cpp
  • families/bark/runtime/plugin_helpers.cpp
  • families/bark/runtime/plugin_helpers.h
  • families/bark/runtime/sampler.cpp
  • families/bark/runtime/sampler.h
  • families/bark/runtime/sparse_multinomial_kernel.cu
  • families/bark/runtime/sparse_multinomial_kernel.h
  • families/bark/runtime/tokenizer.h
  • families/bark/runtime/wordpiece_tokenizer.cpp
  • families/bark/support.py
  • families/bark/tests/__init__.py
  • families/bark/tests/cpp/bark_token_trace.cpp
  • families/bark/tests/manifests/bark-large-tp4.json
  • families/bark/tests/manifests/bark-large.json
  • families/bark/tests/manifests/bark-small-fp32-l0.json
  • families/bark/tests/manifests/bark-small-tp4.json
  • families/bark/tests/manifests/bark-small.json
  • families/bark/tests/test_e2e.py
  • families/bark/tests/thresholds/bark-large-tp4.json
  • families/bark/tests/thresholds/bark-large.json
  • families/bark/tests/thresholds/bark-small-fp32-l0.json
  • families/bark/tests/thresholds/bark-small-tp4.json
  • families/bark/tests/thresholds/bark-small-tts-probe01.json
  • families/bark/tests/thresholds/bark-small-tts-probe02.json
  • families/bark/tests/thresholds/bark-small.json
  • families/bark/utils.py
  • families/bart/__init__.py
  • families/bart/checkpoint_mapper.py
  • families/bart/config.py
  • families/bart/decoder_tp_builder.py
  • families/bart/graph_ops.py
  • families/bart/model.py
  • families/bart/parallel.py
  • families/bart/runtime/CMakeLists.txt
  • families/bart/runtime/bpe_tokenizer.cpp
  • families/bart/runtime/decode_runtime.cpp
  • families/bart/runtime/decode_runtime.h
  • families/bart/runtime/distributed_runtime.cpp
  • families/bart/runtime/distributed_runtime.h
  • families/bart/runtime/inference_state.h
  • families/bart/runtime/kv_cache.cpp
  • families/bart/runtime/kv_cache.h
  • families/bart/runtime/plugin.cpp
  • families/bart/runtime/plugin_helpers.cpp
  • families/bart/runtime/plugin_helpers.h
  • families/bart/runtime/runtime_config.h
  • families/bart/runtime/tokenizer.h
  • families/bart/support.py
  • families/bart/tests/__init__.py
  • families/bart/tests/cpp/test_bart_runtime_config.cpp
  • families/bart/tests/manifests/bart-base-tp4.json
  • families/bart/tests/manifests/bart-base.json
  • families/bart/tests/test_e2e.py
  • families/bart/tests/thresholds/bart-base-tp4.json
  • families/bart/tests/thresholds/bart-base.json
  • families/bert/__init__.py
  • families/bert/config.py
  • families/bert/model.py
  • families/bert/parallel.py
  • families/bert/runtime/CMakeLists.txt
  • families/bert/runtime/pipeline.cpp
  • families/bert/runtime/pipeline.h
  • families/bert/runtime/plugin.cpp
  • families/bert/runtime/plugin_helpers.cpp
  • families/bert/runtime/plugin_helpers.h
  • families/bert/runtime/tokenizer.h
  • families/bert/runtime/unigram_tokenizer.cpp
  • families/bert/runtime/wordpiece_tokenizer.cpp
  • families/bert/support.py
  • families/bert/tests/__init__.py
  • families/bert/tests/manifests/all-minilm-l6-v2.json
  • families/bert/tests/manifests/bert-base-uncased-tp4.json
  • families/bert/tests/manifests/bert-base-uncased.json
  • families/bert/tests/manifests/bge-small-en-v1.5.json
  • families/bert/tests/manifests/multilingual-e5-small.json
  • families/bert/tests/manifests/paraphrase-multilingual-minilm-l12-v2.json
  • families/bert/tests/test_e2e.py
  • families/bert/tests/test_weights.py
  • families/bert/tests/thresholds/all-minilm-l6-v2.json
  • families/bert/tests/thresholds/bert-base-uncased-tp4.json
  • families/bert/tests/thresholds/bert-base-uncased.json
  • families/bert/tests/thresholds/bge-small-en-v1.5.json
  • families/bert/tests/thresholds/multilingual-e5-small-passage-zh.json
  • families/bert/tests/thresholds/multilingual-e5-small-query-en.json
  • families/bert/tests/thresholds/paraphrase-multilingual-minilm-l12-v2.json
  • families/bert/weights/__init__.py
  • families/bloom/__init__.py
  • families/bloom/checkpoint_mapper.py
  • families/bloom/config.py
  • families/bloom/dual_profile_decoder_builder.py
  • families/bloom/dual_profile_decoder_tp_builder.py
  • families/bloom/graph_blocks.py
  • families/bloom/graph_ops.py
  • families/bloom/model.py
  • families/bloom/parallel.py
  • families/bloom/runtime/CMakeLists.txt
  • families/bloom/runtime/bpe_tokenizer.cpp
  • families/bloom/runtime/chat_templates.cpp
  • families/bloom/runtime/chat_templates.h
  • families/bloom/runtime/distributed_runtime.cpp
  • families/bloom/runtime/distributed_runtime.h
  • families/bloom/runtime/inference_state.h
  • families/bloom/runtime/kv_cache.cpp
  • families/bloom/runtime/kv_cache.h
  • families/bloom/runtime/pipeline.cpp
  • families/bloom/runtime/pipeline.h
  • families/bloom/runtime/plugin.cpp
  • families/bloom/runtime/plugin_helpers.cpp
  • families/bloom/runtime/plugin_helpers.h
  • families/bloom/runtime/sampler.cpp
  • families/bloom/runtime/sampler.h
  • families/bloom/runtime/tensor_names.h
  • families/bloom/runtime/tokenizer.h
  • families/bloom/standard_decoder_builder.py
  • families/bloom/support.py
  • families/bloom/tests/__init__.py
  • families/bloom/tests/manifests/bloom-560m-tp4.json
  • families/bloom/tests/manifests/bloom-560m.json
  • families/bloom/tests/test_e2e.py
  • families/bloom/tests/thresholds/bloom-560m-tp4.json
  • families/bloom/tests/thresholds/bloom-560m.json
  • families/canary/__init__.py
  • families/canary/batching.py
  • families/canary/checkpoint_mapper.py
  • families/canary/config.py
  • families/canary/decoder_tp_builder.py
  • families/canary/graph_blocks.py
  • families/canary/graph_ops.py
  • families/canary/model.py
  • families/canary/parallel.py
  • families/canary/requirements.txt
  • families/canary/runtime/CMakeLists.txt
  • families/canary/runtime/canary_config.h
  • families/canary/runtime/canary_cross_kv_apply.h
  • families/canary/runtime/canary_cross_kv_plan.h
  • families/canary/runtime/canary_decode_policy.h
  • families/canary/runtime/canary_host_plan.h
  • families/canary/runtime/canary_mel_spectrogram.cpp
  • families/canary/runtime/canary_mel_spectrogram.h
  • families/canary/runtime/canary_request.h
  • families/canary/runtime/canary_segment_utils.h
  • families/canary/runtime/decode_runtime.cpp
  • families/canary/runtime/decode_runtime.h
  • families/canary/runtime/inference_state.h
  • families/canary/runtime/kv_cache.cpp
  • families/canary/runtime/kv_cache.h
  • families/canary/runtime/pipeline.cpp
  • families/canary/runtime/pipeline.h
  • families/canary/runtime/plugin.cpp
  • families/canary/runtime/plugin_helpers.cpp
  • families/canary/runtime/plugin_helpers.h
  • families/canary/runtime/resampler.cpp
  • families/canary/runtime/resampler.h
  • families/canary/runtime/tokenizer.h
  • families/canary/runtime/unigram_tokenizer.cpp
  • families/canary/support.py
  • families/canary/tests/__init__.py
  • families/canary/tests/data/asr_probes/README.md
  • families/canary/tests/data/asr_probes/generate_asr_probe_inputs.py
  • families/canary/tests/data/asr_probes/manifest.json
  • families/canary/tests/manifests/canary-1b-v2-tp4.json
  • families/canary/tests/manifests/canary-1b-v2.json
  • families/canary/tests/test_e2e.py
  • families/canary/tests/thresholds/canary-1b-v2-asr-probe01.json
  • families/canary/tests/thresholds/canary-1b-v2-asr-probe02.json
  • families/canary/tests/thresholds/canary-1b-v2-asr-probe03.json
  • families/canary/tests/thresholds/canary-1b-v2-asr-probe04.json
  • families/canary/tests/thresholds/canary-1b-v2-asr-probe05.json
  • families/canary/tests/thresholds/canary-1b-v2-asr-probe06.json
  • families/canary/tests/thresholds/canary-1b-v2-asr-probe08.json
  • families/canary/tests/thresholds/canary-1b-v2-tp4.json
  • families/canary/tests/thresholds/canary-1b-v2.json
  • families/chronos_bolt/__init__.py
  • families/chronos_bolt/checkpoint_mapper.py
  • families/chronos_bolt/config.py
  • families/chronos_bolt/graph_ops.py
  • families/chronos_bolt/model.py
  • families/chronos_bolt/requirements.txt
  • families/chronos_bolt/runtime/CMakeLists.txt
  • families/chronos_bolt/runtime/pipeline.cpp
  • families/chronos_bolt/runtime/pipeline.h
  • families/chronos_bolt/runtime/plugin.cpp
  • families/chronos_bolt/support.py
  • families/chronos_bolt/tests/__init__.py
  • families/chronos_bolt/tests/cpp/test_forecast_contract.cpp
  • families/chronos_bolt/tests/etth1.py
  • families/chronos_bolt/tests/manifests/chronos-bolt-tiny-official-tp4.json
  • families/chronos_bolt/tests/manifests/chronos-bolt-tiny-official.json
  • families/chronos_bolt/tests/reference-source.json
  • families/chronos_bolt/tests/test_e2e.py
  • families/chronos_bolt/tests/test_etth1.py
  • families/chronos_bolt/tests/thresholds/chronos-bolt-tiny-official-tp4.json
  • families/chronos_bolt/tests/thresholds/chronos-bolt-tiny-official.json
  • families/chronos_bolt/time_series_trt.py
  • families/codegen/__init__.py
  • families/codegen/checkpoint_mapper.py
  • families/codegen/config.py
  • families/codegen/default_decoder.py
  • families/codegen/default_dual_profile_decoder.py
  • families/codegen/dual_profile_decoder_tp_builder.py
  • families/codegen/graph_blocks.py
  • families/codegen/graph_ops.py
  • families/codegen/model.py
  • families/codegen/parallel.py
  • families/codegen/runtime/CMakeLists.txt
  • families/codegen/runtime/bpe_tokenizer.cpp
  • families/codegen/runtime/chat_templates.cpp
  • families/codegen/runtime/chat_templates.h
  • families/codegen/runtime/distributed_runtime.cpp
  • families/codegen/runtime/distributed_runtime.h
  • families/codegen/runtime/inference_state.h
  • families/codegen/runtime/kv_cache.cpp
  • families/codegen/runtime/kv_cache.h
  • families/codegen/runtime/pipeline.cpp
  • families/codegen/runtime/pipeline.h
  • families/codegen/runtime/plugin.cpp
  • families/codegen/runtime/plugin_helpers.cpp
  • families/codegen/runtime/plugin_helpers.h
  • families/codegen/runtime/sampler.cpp
  • families/codegen/runtime/sampler.h
  • families/codegen/runtime/tensor_names.h
  • families/codegen/runtime/tokenizer.h
  • families/codegen/support.py
  • families/codegen/tests/__init__.py
  • families/codegen/tests/manifests/codegen-350m-tp4.json
  • families/codegen/tests/manifests/codegen-350m.json
  • families/codegen/tests/test_e2e.py
  • families/codegen/tests/thresholds/codegen-350m-tp4.json
  • families/codegen/tests/thresholds/codegen-350m.json
  • families/codegen/utils.py
  • families/convbert/__init__.py
  • families/convbert/builder.py
  • families/convbert/checkpoint_mapper.py
  • families/convbert/config.py
  • families/convbert/graph_ops.py
  • families/convbert/model.py
  • families/convbert/parallel.py
  • families/convbert/runtime/CMakeLists.txt
  • families/convbert/runtime/pipeline.cpp
  • families/convbert/runtime/pipeline.h
  • families/convbert/runtime/plugin.cpp
  • families/convbert/runtime/plugin_helpers.cpp
  • families/convbert/runtime/plugin_helpers.h
  • families/convbert/runtime/tokenizer.h
  • families/convbert/runtime/wordpiece_tokenizer.cpp
  • families/convbert/support.py
  • families/convbert/tests/__init__.py
  • families/convbert/tests/manifests/convbert-base-tp2.json
  • families/convbert/tests/manifests/convbert-base.json
  • families/convbert/tests/test_e2e.py
  • families/convbert/tests/thresholds/convbert-base-tp2.json
  • families/convbert/tests/thresholds/convbert-base.json
  • families/convbert/tp_builder.py
  • families/cosmos3/__init__.py
  • families/cosmos3/checkpoint_mapper.py
  • families/cosmos3/graph_blocks.py
  • families/cosmos3/graph_ops.py
  • families/cosmos3/model.py
  • families/cosmos3/model_config.py
  • families/cosmos3/requirements.txt
  • families/cosmos3/runtime/CMakeLists.txt
  • families/cosmos3/runtime/bpe_tokenizer.cpp
  • families/cosmos3/runtime/conditioning.cpp
  • families/cosmos3/runtime/conditioning.h
  • families/cosmos3/runtime/cosmos3_unipc_coefficients.h
  • families/cosmos3/runtime/cosmos3_unipc_cuda.cu
  • families/cosmos3/runtime/cosmos3_unipc_cuda.h
  • families/cosmos3/runtime/distributed_runtime.cpp
  • families/cosmos3/runtime/distributed_runtime.h
  • families/cosmos3/runtime/pipeline.cpp
  • families/cosmos3/runtime/pipeline.h
  • families/cosmos3/runtime/plugin.cpp
  • families/cosmos3/runtime/runtime_config.cpp
  • families/cosmos3/runtime/runtime_config.h
  • families/cosmos3/runtime/tokenizer.h
  • families/cosmos3/runtime/torch_cuda_normal.cu
  • families/cosmos3/runtime/torch_cuda_normal.h
  • families/cosmos3/runtime/vae_cache_storage.cpp
  • families/cosmos3/runtime/vae_cache_storage.h
  • families/cosmos3/support.py
  • families/cosmos3/tests/__init__.py
  • families/cosmos3/tests/cpp/test_cosmos3_conditioning.cpp
  • families/cosmos3/tests/cpp/test_cosmos3_runtime_config.cpp
  • families/cosmos3/tests/cpp/test_cosmos3_vae_cache.cpp
  • families/cosmos3/tests/manifests/cosmos3-nano-l0-cp2.json
  • families/cosmos3/tests/manifests/cosmos3-nano-l0.json
  • families/cosmos3/tests/test_e2e.py
  • families/cosmos3/tests/test_model.py
  • families/cosmos3/tests/thresholds/cosmos3-nano-l0-cp2.json
  • families/cosmos3/tests/thresholds/cosmos3-nano-l0.json
  • families/cosmos3/transformer_builder.py
  • families/cosmos3/trt_ops.py
  • families/cosmos3/vae_step_builder.py
  • families/deberta/__init__.py
  • families/deberta/config.py
  • families/deberta/graph/__init__.py
  • families/deberta/graph/model.py
  • families/deberta/model.py
  • families/deberta/parallel.py
  • families/deberta/runtime/CMakeLists.txt
  • families/deberta/runtime/bpe_tokenizer.cpp
  • families/deberta/runtime/pipeline.cpp
  • families/deberta/runtime/pipeline.h
  • families/deberta/runtime/plugin.cpp
  • families/deberta/runtime/plugin_helpers.cpp
  • families/deberta/runtime/plugin_helpers.h
  • families/deberta/runtime/tokenizer.h
  • families/deberta/support.py
  • families/deberta/tests/__init__.py
  • families/deberta/tests/manifests/deberta-base-tp4.json
  • families/deberta/tests/manifests/deberta-base.json
  • families/deberta/tests/test_e2e.py
  • families/deberta/tests/thresholds/deberta-base-tp4.json
  • families/deberta/tests/thresholds/deberta-base.json
  • families/deberta/weights/__init__.py
  • families/deepseek_ocr/__init__.py
  • families/deepseek_ocr/checkpoint_mapper.py
  • families/deepseek_ocr/config.py
  • families/deepseek_ocr/default_decoder.py
  • families/deepseek_ocr/default_dual_profile_decoder.py
  • families/deepseek_ocr/graph_blocks.py
  • families/deepseek_ocr/graph_ops.py
  • families/deepseek_ocr/model.py
  • families/deepseek_ocr/parallel.py
  • families/deepseek_ocr/prefill_config.py
  • families/deepseek_ocr/requirements.txt
  • families/deepseek_ocr/runtime/CMakeLists.txt
  • families/deepseek_ocr/runtime/bpe_tokenizer.cpp
  • families/deepseek_ocr/runtime/cuda_stream.h
  • families/deepseek_ocr/runtime/decoded_image.h
  • families/deepseek_ocr/runtime/image_preprocessor.cpp
  • families/deepseek_ocr/runtime/image_preprocessor.h
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  • families/lfm2/tests/cpp/test_lfm2_pretokenizer.cpp
  • families/lfm2/tests/cpp/test_lfm2_runtime.cpp
  • families/lfm2/tests/cpp/test_lfm2_sampler.cpp
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  • families/nemotron/graph_ops.py
  • families/nemotron/model.py
  • families/nemotron/runtime/CMakeLists.txt
  • families/nemotron/runtime/bpe_tokenizer.cpp
  • families/nemotron/runtime/chat_templates.cpp
  • families/nemotron/runtime/chat_templates.h
  • families/nemotron/runtime/inference_state.h
  • families/nemotron/runtime/kv_cache.cpp
  • families/nemotron/runtime/kv_cache.h
  • families/nemotron/runtime/pipeline.cpp
  • families/nemotron/runtime/pipeline.h
  • families/nemotron/runtime/plugin.cpp
  • families/nemotron/runtime/plugin_helpers.cpp
  • families/nemotron/runtime/plugin_helpers.h
  • families/nemotron/runtime/sampler.cpp
  • families/nemotron/runtime/sampler.h
  • families/nemotron/runtime/tensor_names.h
  • families/nemotron/runtime/tokenizer.h
  • families/nemotron/support.py
  • families/nemotron/tests/__init__.py
  • families/nemotron/tests/manifests/nemotron-hindi-4b.json
  • families/nemotron/tests/manifests/nemotron-mini-4b.json
  • families/nemotron/tests/test_chat_template_contract.py
  • families/nemotron/tests/test_e2e.py
  • families/nemotron/tests/thresholds/nemotron-hindi-4b.json
  • families/nemotron/tests/thresholds/nemotron-mini-4b.json
  • families/nemotron/utils.py
  • families/nemotron_h/__init__.py
  • families/nemotron_h/checkpoint_mapper.py
  • families/nemotron_h/config.py
  • families/nemotron_h/graph_blocks.py
  • families/nemotron_h/graph_ops.py
  • families/nemotron_h/model.py
  • families/nemotron_h/parallel.py
  • families/nemotron_h/requirements.txt
  • families/nemotron_h/runtime/CMakeLists.txt
  • families/nemotron_h/runtime/bpe_tokenizer.cpp
  • families/nemotron_h/runtime/chat_templates.cpp
  • families/nemotron_h/runtime/chat_templates.h
  • families/nemotron_h/runtime/distributed_runtime.cpp
  • families/nemotron_h/runtime/distributed_runtime.h
  • families/nemotron_h/runtime/hybrid_state.cpp
  • families/nemotron_h/runtime/hybrid_state.h
  • families/nemotron_h/runtime/inference_state.h
  • families/nemotron_h/runtime/kv_cache.cpp
  • families/nemotron_h/runtime/kv_cache.h
  • families/nemotron_h/runtime/nemotron_h_recurrent_step_contracts.h
  • families/nemotron_h/runtime/pipeline.cpp
  • families/nemotron_h/runtime/pipeline.h
  • families/nemotron_h/runtime/plugin.cpp
  • families/nemotron_h/runtime/plugin_helpers.cpp
  • families/nemotron_h/runtime/plugin_helpers.h
  • families/nemotron_h/runtime/recurrent_generation_plan.h
  • families/nemotron_h/runtime/recurrent_output_initializers.h
  • families/nemotron_h/runtime/recurrent_state.cpp
  • families/nemotron_h/runtime/recurrent_state.h
  • families/nemotron_h/runtime/sampler.cpp
  • families/nemotron_h/runtime/sampler.h
  • families/nemotron_h/runtime/tokenizer.h
  • families/nemotron_h/support.py
  • families/nemotron_h/tests/__init__.py
  • families/nemotron_h/tests/cpp/test_nemotron_h_recurrent_output_initializers.cpp
  • families/nemotron_h/tests/data/nemotron_h_nano_9b_golden.json
  • families/nemotron_h/tests/manifests/nemotron-h-nano-9b-tp4.json
  • families/nemotron_h/tests/manifests/nemotron-h-nano-9b.json
  • families/nemotron_h/tests/test_e2e.py
  • families/nemotron_h/tests/test_runtime_contract.py
  • families/nemotron_h/tests/thresholds/nemotron-h-nano-9b-tp4.json
  • families/nemotron_h/tests/thresholds/nemotron-h-nano-9b.json
  • families/nemotron_h/tp_builder.py
  • families/nemotron_labs_diffusion/__init__.py
  • families/nemotron_labs_diffusion/checkpoint_mapper.py
  • families/nemotron_labs_diffusion/config.py
  • families/nemotron_labs_diffusion/default_decoder.py
  • families/nemotron_labs_diffusion/default_dual_profile_decoder.py
  • families/nemotron_labs_diffusion/graph_blocks.py
  • families/nemotron_labs_diffusion/graph_ops.py
  • families/nemotron_labs_diffusion/model.py
  • families/nemotron_labs_diffusion/requirements.txt
  • families/nemotron_labs_diffusion/runtime/CMakeLists.txt
  • families/nemotron_labs_diffusion/runtime/bpe_tokenizer.cpp
  • families/nemotron_labs_diffusion/runtime/chat_templates.cpp
  • families/nemotron_labs_diffusion/runtime/chat_templates.h
  • families/nemotron_labs_diffusion/runtime/inference_state.h
  • families/nemotron_labs_diffusion/runtime/kv_cache.cpp
  • families/nemotron_labs_diffusion/runtime/kv_cache.h
  • families/nemotron_labs_diffusion/runtime/pipeline.cpp
  • families/nemotron_labs_diffusion/runtime/pipeline.h
  • families/nemotron_labs_diffusion/runtime/plugin.cpp
  • families/nemotron_labs_diffusion/runtime/plugin_helpers.cpp
  • families/nemotron_labs_diffusion/runtime/plugin_helpers.h
  • families/nemotron_labs_diffusion/runtime/runtime_config.h
  • families/nemotron_labs_diffusion/runtime/sampler.cpp
  • families/nemotron_labs_diffusion/runtime/sampler.h
  • families/nemotron_labs_diffusion/runtime/tensor_names.h
  • families/nemotron_labs_diffusion/runtime/tokenizer.h
  • families/nemotron_labs_diffusion/support.py
  • families/nemotron_labs_diffusion/tests/__init__.py
  • families/nemotron_labs_diffusion/tests/cpp/test_nemotron_labs_diffusion_runtime_config.cpp
  • families/nemotron_labs_diffusion/tests/manifests/nemotron-labs-diffusion-8b-l0.json
  • families/nemotron_labs_diffusion/tests/manifests/nemotron-labs-diffusion-8b.json
  • families/nemotron_labs_diffusion/tests/test_e2e.py
  • families/nemotron_labs_diffusion/tests/thresholds/nemotron-labs-diffusion-8b-ar.json
  • families/nemotron_labs_diffusion/tests/thresholds/nemotron-labs-diffusion-8b-diffusion.json
  • families/nemotron_labs_diffusion/tests/thresholds/nemotron-labs-diffusion-8b-l0.json
  • families/nemotron_labs_diffusion/tests/thresholds/nemotron-labs-diffusion-8b-linear-spec-lora.json
  • families/nemotron_labs_diffusion/tests/thresholds/nemotron-labs-diffusion-8b-linear-spec.json
  • families/nemotron_labs_diffusion/utils.py
  • families/nemotron_speech_streaming/__init__.py
  • families/nemotron_speech_streaming/canary_encoder_helpers.py
  • families/nemotron_speech_streaming/checkpoint_mapper.py
  • families/nemotron_speech_streaming/config.py
  • families/nemotron_speech_streaming/graph_ops.py
  • families/nemotron_speech_streaming/model.py
  • families/nemotron_speech_streaming/parallel.py
  • families/nemotron_speech_streaming/predictor_tp_builder.py
  • families/nemotron_speech_streaming/requirements.txt
  • families/nemotron_speech_streaming/runtime/CMakeLists.txt
  • families/nemotron_speech_streaming/runtime/audio_helpers.cpp
  • families/nemotron_speech_streaming/runtime/audio_helpers.h
  • families/nemotron_speech_streaming/runtime/pipeline.cpp
  • families/nemotron_speech_streaming/runtime/pipeline.h
  • families/nemotron_speech_streaming/runtime/plugin.cpp
  • families/nemotron_speech_streaming/runtime/plugin_helpers.cpp
  • families/nemotron_speech_streaming/runtime/plugin_helpers.h
  • families/nemotron_speech_streaming/runtime/resampler.cpp
  • families/nemotron_speech_streaming/runtime/resampler.h
  • families/nemotron_speech_streaming/runtime/rnnt_config.h
  • families/nemotron_speech_streaming/runtime/tokenizer.h
  • families/nemotron_speech_streaming/runtime/unigram_tokenizer.cpp
  • families/nemotron_speech_streaming/support.py
  • families/nemotron_speech_streaming/tests/__init__.py
  • families/nemotron_speech_streaming/tests/data/asr_probes/README.md
  • families/nemotron_speech_streaming/tests/data/asr_probes/generate_asr_probe_inputs.py
  • families/nemotron_speech_streaming/tests/data/asr_probes/manifest.json
  • families/nemotron_speech_streaming/tests/manifests/nemotron-3.5-asr-streaming-0.6b.json
  • families/nemotron_speech_streaming/tests/manifests/nemotron-speech-streaming-en-0.6b-tp4.json
  • families/nemotron_speech_streaming/tests/manifests/nemotron-speech-streaming-en-0.6b.json
  • families/nemotron_speech_streaming/tests/test_e2e.py
  • families/nemotron_speech_streaming/tests/thresholds/nemotron-3.5-asr-streaming-0.6b.json
  • families/nemotron_speech_streaming/tests/thresholds/nemotron-speech-streaming-en-0.6b-asr-probe01.json
  • families/nemotron_speech_streaming/tests/thresholds/nemotron-speech-streaming-en-0.6b-asr-probe02.json
  • families/nemotron_speech_streaming/tests/thresholds/nemotron-speech-streaming-en-0.6b-asr-probe03.json
  • families/nemotron_speech_streaming/tests/thresholds/nemotron-speech-streaming-en-0.6b-asr-probe04.json
  • families/nemotron_speech_streaming/tests/thresholds/nemotron-speech-streaming-en-0.6b-asr-probe05.json
  • families/nemotron_speech_streaming/tests/thresholds/nemotron-speech-streaming-en-0.6b-asr-probe06.json
  • families/nemotron_speech_streaming/tests/thresholds/nemotron-speech-streaming-en-0.6b-asr-probe08.json
  • families/nemotron_speech_streaming/tests/thresholds/nemotron-speech-streaming-en-0.6b-tp4.json
  • families/nemotron_speech_streaming/tests/thresholds/nemotron-speech-streaming-en-0.6b.json
  • families/nemotron_voicechat/__init__.py
  • families/nemotron_voicechat/checkpoint_mapper.py
  • families/nemotron_voicechat/config.py
  • families/nemotron_voicechat/conformer.py
  • families/nemotron_voicechat/graph_blocks.py
  • families/nemotron_voicechat/graph_ops.py
  • families/nemotron_voicechat/model.py
  • families/nemotron_voicechat/native_codec.py
  • families/nemotron_voicechat/native_core.py
  • families/nemotron_voicechat/native_tts.py
  • families/nemotron_voicechat/requirements.txt
  • families/nemotron_voicechat/runtime/CMakeLists.txt
  • families/nemotron_voicechat/runtime/audio_helpers.cpp
  • families/nemotron_voicechat/runtime/audio_helpers.h
  • families/nemotron_voicechat/runtime/bpe_tokenizer.cpp
  • families/nemotron_voicechat/runtime/codec_reconstruction.cpp
  • families/nemotron_voicechat/runtime/codec_reconstruction.h
  • families/nemotron_voicechat/runtime/function_channel.cpp
  • families/nemotron_voicechat/runtime/function_channel.h
  • families/nemotron_voicechat/runtime/pipeline.cpp
  • families/nemotron_voicechat/runtime/pipeline.h
  • families/nemotron_voicechat/runtime/plugin.cpp
  • families/nemotron_voicechat/runtime/plugin_helpers.cpp
  • families/nemotron_voicechat/runtime/plugin_helpers.h
  • families/nemotron_voicechat/runtime/resampler.cpp
  • families/nemotron_voicechat/runtime/resampler.h
  • families/nemotron_voicechat/runtime/session_state.cpp
  • families/nemotron_voicechat/runtime/session_state.h
  • families/nemotron_voicechat/runtime/thinker_hybrid_state.cpp
  • families/nemotron_voicechat/runtime/thinker_hybrid_state.h
  • families/nemotron_voicechat/runtime/thinker_inference_state.h
  • families/nemotron_voicechat/runtime/thinker_kv_cache.cpp
  • families/nemotron_voicechat/runtime/thinker_kv_cache.h
  • families/nemotron_voicechat/runtime/thinker_mamba_state.cpp
  • families/nemotron_voicechat/runtime/thinker_mamba_state.h
  • families/nemotron_voicechat/runtime/tokenizer.h
  • families/nemotron_voicechat/runtime/voicechat_config.h
  • families/nemotron_voicechat/streaming_perception.py
  • families/nemotron_voicechat/support.py
  • families/nemotron_voicechat/tests/__init__.py
  • families/nemotron_voicechat/tests/cpp/native_lifecycle_probe.cpp
  • families/nemotron_voicechat/tests/lifecycle_oracle.py
  • families/nemotron_voicechat/tests/manifests/nemotron-voicechat-11b.json
  • families/nemotron_voicechat/tests/reference-source.json
  • families/nemotron_voicechat/tests/test_e2e.py
  • families/nemotron_voicechat/tests/test_lifecycle_oracle.py
  • families/nemotron_voicechat/tests/test_model_card_oracle.py
  • families/nemotron_voicechat/tests/thresholds/nemotron-voicechat-11b-full-duplex-lifecycle.json
  • families/nemotron_voicechat/tests/thresholds/nemotron-voicechat-11b.json
  • families/olmo/__init__.py
  • families/olmo/checkpoint_mapper.py
  • families/olmo/config.py
  • families/olmo/default_decoder.py
  • families/olmo/default_dual_profile_decoder.py
  • families/olmo/dual_profile_decoder_tp_builder.py
  • families/olmo/graph_blocks.py
  • families/olmo/graph_ops.py
  • families/olmo/model.py
  • families/olmo/parallel.py
  • families/olmo/runtime/CMakeLists.txt
  • families/olmo/runtime/bpe_tokenizer.cpp
  • families/olmo/runtime/chat_templates.cpp
  • families/olmo/runtime/chat_templates.h
  • families/olmo/runtime/distributed_runtime.cpp
  • families/olmo/runtime/distributed_runtime.h
  • families/olmo/runtime/inference_state.h
  • families/olmo/runtime/kv_cache.cpp
  • families/olmo/runtime/kv_cache.h
  • families/olmo/runtime/pipeline.cpp
  • families/olmo/runtime/pipeline.h
  • families/olmo/runtime/plugin.cpp
  • families/olmo/runtime/plugin_helpers.cpp
  • families/olmo/runtime/plugin_helpers.h
  • families/olmo/runtime/sampler.cpp
  • families/olmo/runtime/sampler.h
  • families/olmo/runtime/tensor_names.h
  • families/olmo/runtime/tokenizer.h
  • families/olmo/support.py
  • families/olmo/tests/__init__.py
  • families/olmo/tests/manifests/olmo-1b-tp4.json
  • families/olmo/tests/manifests/olmo-1b.json
  • families/olmo/tests/test_e2e.py
  • families/olmo/tests/thresholds/olmo-1b-tp4.json
  • families/olmo/tests/thresholds/olmo-1b.json
  • families/olmo/utils.py
  • families/olmo2/__init__.py
  • families/olmo2/checkpoint_mapper.py
  • families/olmo2/config.py
  • families/olmo2/graph_blocks.py
  • families/olmo2/graph_ops.py
  • families/olmo2/model.py
  • families/olmo2/parallel.py
  • families/olmo2/prefill_builder.py
  • families/olmo2/runtime/CMakeLists.txt
  • families/olmo2/runtime/bpe_tokenizer.cpp
  • families/olmo2/runtime/chat_templates.cpp
  • families/olmo2/runtime/chat_templates.h
  • families/olmo2/runtime/distributed_runtime.cpp
  • families/olmo2/runtime/distributed_runtime.h
  • families/olmo2/runtime/inference_state.h
  • families/olmo2/runtime/kv_cache.cpp
  • families/olmo2/runtime/kv_cache.h
  • families/olmo2/runtime/pipeline.cpp
  • families/olmo2/runtime/pipeline.h
  • families/olmo2/runtime/plugin.cpp
  • families/olmo2/runtime/plugin_helpers.cpp
  • families/olmo2/runtime/plugin_helpers.h
  • families/olmo2/runtime/sampler.cpp
  • families/olmo2/runtime/sampler.h
  • families/olmo2/runtime/tensor_names.h
  • families/olmo2/runtime/tokenizer.h
  • families/olmo2/support.py
  • families/olmo2/tests/__init__.py
  • families/olmo2/tests/manifests/olmo2-1b-tp4.json
  • families/olmo2/tests/manifests/olmo2-1b.json
  • families/olmo2/tests/test_e2e.py
  • families/olmo2/tests/thresholds/olmo2-1b-tp4.json
  • families/olmo2/tests/thresholds/olmo2-1b.json
  • families/olmo2/tp_builder.py
  • families/opt/__init__.py
  • families/opt/checkpoint_mapper.py
  • families/opt/config.py
  • families/opt/default_decoder.py
  • families/opt/default_dual_profile_decoder.py
  • families/opt/default_dual_profile_decoder_tp.py
  • families/opt/graph_blocks.py
  • families/opt/graph_ops.py
  • families/opt/model.py
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  • families/opt/runtime/CMakeLists.txt
  • families/opt/runtime/bpe_tokenizer.cpp
  • families/opt/runtime/chat_templates.cpp
  • families/opt/runtime/chat_templates.h
  • families/opt/runtime/distributed_runtime.cpp
  • families/opt/runtime/distributed_runtime.h
  • families/opt/runtime/inference_state.h
  • families/opt/runtime/kv_cache.cpp
  • families/opt/runtime/kv_cache.h
  • families/opt/runtime/pipeline.cpp
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  • families/opt/runtime/plugin.cpp
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  • families/opt/runtime/plugin_helpers.h
  • families/opt/runtime/sampler.cpp
  • families/opt/runtime/sampler.h
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  • families/opt/runtime/tokenizer.h
  • families/opt/support.py
  • families/opt/tests/__init__.py
  • families/opt/tests/manifests/opt-125m-tp4.json
  • families/opt/tests/manifests/opt-125m.json
  • families/opt/tests/test_e2e.py
  • families/opt/tests/thresholds/opt-125m-tp4.json
  • families/opt/tests/thresholds/opt-125m.json
  • families/opt/utils.py
  • families/patchtsmixer/__init__.py
  • families/patchtsmixer/checkpoint_mapper.py
  • families/patchtsmixer/graph_ops.py
  • families/patchtsmixer/model.py
  • families/patchtsmixer/runtime/CMakeLists.txt
  • families/patchtsmixer/runtime/pipeline.cpp
  • families/patchtsmixer/runtime/pipeline.h
  • families/patchtsmixer/runtime/plugin.cpp
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  • families/patchtsmixer/tests/__init__.py
  • families/patchtsmixer/tests/cpp/test_forecast_contract.cpp
  • families/patchtsmixer/tests/etth1.py
  • families/patchtsmixer/tests/manifests/patchtsmixer-granite-official-tp4.json
  • families/patchtsmixer/tests/manifests/patchtsmixer-granite-official.json
  • families/patchtsmixer/tests/reference-source.json
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  • families/patchtsmixer/tests/test_etth1.py
  • families/patchtsmixer/tests/thresholds/patchtsmixer-granite-official-tp4.json
  • families/patchtsmixer/tests/thresholds/patchtsmixer-granite-official.json
  • families/patchtsmixer/time_series_trt.py
  • families/patchtst/__init__.py
  • families/patchtst/checkpoint_mapper.py
  • families/patchtst/config.py
  • families/patchtst/graph_ops.py
  • families/patchtst/model.py
  • families/patchtst/runtime/CMakeLists.txt
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  • families/patchtst/runtime/plugin.cpp
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  • families/patchtst/tests/cpp/test_forecast_contract.cpp
  • families/patchtst/tests/etth1.py
  • families/patchtst/tests/manifests/patchtst-etth1-regression-distribution-tp4.json
  • families/patchtst/tests/manifests/patchtst-etth1-regression-distribution.json
  • families/patchtst/tests/manifests/patchtst-granite-official.json
  • families/patchtst/tests/reference-source.json
  • families/patchtst/tests/test_e2e.py
  • families/patchtst/tests/test_etth1.py
  • families/patchtst/tests/thresholds/patchtst-etth1-regression-distribution-tp4.json
  • families/patchtst/tests/thresholds/patchtst-etth1-regression-distribution.json
  • families/patchtst/tests/thresholds/patchtst-granite-official.json
  • families/patchtst/time_series_trt.py
  • families/personaplex/__init__.py
  • families/personaplex/checkpoint_mapper.py
  • families/personaplex/config.py
  • families/personaplex/decoder_tp_builder.py
  • families/personaplex/default_decoder.py
  • families/personaplex/default_dual_profile_decoder.py
  • families/personaplex/graph_blocks.py
  • families/personaplex/graph_ops.py
  • families/personaplex/mimi_streaming_encoder.py
  • families/personaplex/mimi_weights.py
  • families/personaplex/model.py
  • families/personaplex/parallel.py
  • families/personaplex/requirements.txt
  • families/personaplex/runtime/CMakeLists.txt
  • families/personaplex/runtime/decode_runtime.cpp
  • families/personaplex/runtime/decode_runtime.h
  • families/personaplex/runtime/inference_state.h
  • families/personaplex/runtime/kv_cache.cpp
  • families/personaplex/runtime/kv_cache.h
  • families/personaplex/runtime/pipeline.cpp
  • families/personaplex/runtime/pipeline.h
  • families/personaplex/runtime/plugin.cpp
  • families/personaplex/runtime/plugin_helpers.cpp
  • families/personaplex/runtime/plugin_helpers.h
  • families/personaplex/runtime/resampler.cpp
  • families/personaplex/runtime/resampler.h
  • families/personaplex/runtime/sampling_kernels.cu
  • families/personaplex/runtime/sampling_kernels.h
  • families/personaplex/runtime/speech_config.h
  • families/personaplex/runtime/speech_decode_stop_policy.h
  • families/personaplex/runtime/speech_delay_cache.h
  • families/personaplex/runtime/speech_depth_plan.h
  • families/personaplex/runtime/speech_generation_policy.h
  • families/personaplex/runtime/speech_mimi_decode_plan.h
  • families/personaplex/runtime/speech_mimi_encode_plan.h
  • families/personaplex/runtime/speech_performance.h
  • families/personaplex/runtime/speech_runtime_plan.h
  • families/personaplex/runtime/speech_temporal_embed_plan.h
  • families/personaplex/runtime/speech_waveform_postprocess.h
  • families/personaplex/support.py
  • families/personaplex/tests/__init__.py
  • families/personaplex/tests/data/personaplex_recording_official_tokens_greedy.npy
  • families/personaplex/tests/manifests/personaplex-7b-l0-tp4.json
  • families/personaplex/tests/manifests/personaplex-7b-l0.json
  • families/personaplex/tests/manifests/personaplex-7b.json
  • families/personaplex/tests/test_e2e.py
  • families/personaplex/tests/thresholds/personaplex-7b-l0-tp4.json
  • families/personaplex/tests/thresholds/personaplex-7b-l0.json
  • families/personaplex/tests/thresholds/personaplex-7b.json
  • families/personaplex/utils.py
  • families/phi/__init__.py
  • families/phi/checkpoint_mapper.py
  • families/phi/config.py
  • families/phi/default_decoder.py
  • families/phi/default_dual_profile_decoder.py
  • families/phi/dual_profile_decoder_tp_builder.py
  • families/phi/graph_blocks.py
  • families/phi/graph_ops.py
  • families/phi/model.py
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  • families/phi/runtime/CMakeLists.txt
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  • families/pixart/runtime/pixart_denoising_step_seam.h
  • families/pixart/runtime/pixart_diffusion_types.h
  • families/pixart/runtime/pixart_dpmsolver.h
  • families/pixart/runtime/pixart_generation_conditioning.h
  • families/pixart/runtime/pixart_generation_plan.h
  • families/pixart/runtime/pixart_matmul_policy.h
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  • families/qwen_vl/runtime/lora_peft_artifact.cpp
  • families/qwen_vl/runtime/lora_peft_artifact.h
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  • families/qwen_vl/runtime/lora_peft_loader.h
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  • families/qwen_vl/runtime/plugin_helpers.h
  • families/qwen_vl/runtime/sampler.cpp
  • families/qwen_vl/runtime/sampler.h
  • families/qwen_vl/runtime/tensor_names.h
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  • families/roberta/runtime/plugin_helpers.h
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  • families/rwkv/runtime/chat_templates.cpp
  • families/rwkv/runtime/chat_templates.h
  • families/rwkv/runtime/distributed_runtime.cpp
  • families/rwkv/runtime/distributed_runtime.h
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  • families/rwkv/runtime/recurrent_output_initializers.h
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  • families/rwkv/runtime/recurrent_state.h
  • families/rwkv/runtime/rwkv_recurrent_step_contracts.h
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  • families/rwkv/runtime/sampler.h
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  • families/rwkv/tests/manifests/rwkv-169m.json
  • families/rwkv/tests/perf_validation.json
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  • families/sam/model.py
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  • families/sam/runtime/plugin_helpers.h
  • families/sam/runtime/sam_image_preprocess_seam.h
  • families/sam/runtime/sam_output_selection.h
  • families/sam/runtime/sam_pipeline.cpp
  • families/sam/runtime/sam_pipeline.h
  • families/sam/runtime/sam_postprocess_seam.h
  • families/sam/runtime/sam_prompt_seam.h
  • families/sam/runtime/sam_types.h
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  • families/sam2/float_math.py
  • families/sam2/graph_ops.py
  • families/sam2/image_builder.py
  • families/sam2/model.py
  • families/sam2/model_config.py
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  • families/sam2/runtime/CMakeLists.txt
  • families/sam2/runtime/plugin.cpp
  • families/sam2/runtime/sam2_bbox_postprocess.cpp
  • families/sam2/runtime/sam2_bbox_postprocess.h
  • families/sam2/runtime/sam2_device_workspace.cpp
  • families/sam2/runtime/sam2_device_workspace.h
  • families/sam2/runtime/sam2_engine_contract.h
  • families/sam2/runtime/sam2_mask_postprocess_cuda.cu
  • families/sam2/runtime/sam2_mask_postprocess_cuda.h
  • families/sam2/runtime/sam2_native_video_processor.cpp
  • families/sam2/runtime/sam2_native_video_processor.h
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  • families/sam2/runtime/sam2_pipeline.h
  • families/sam2/runtime/sam2_preprocess.cpp
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  • families/sam2/tests/local/sam2-l4-local.thresholds.json
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  • families/sam3/graph_ops.py
  • families/sam3/model.py
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  • families/sam3/runtime/bpe_tokenizer.cpp
  • families/sam3/runtime/plugin.cpp
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  • families/sam3/runtime/plugin_helpers.h
  • families/sam3/runtime/sam3_config.h
  • families/sam3/runtime/sam3_pipeline.cpp
  • families/sam3/runtime/sam3_pipeline.h
  • families/sam3/runtime/sam3_video_kernels.cu
  • families/sam3/runtime/sam3_video_kernels.h
  • families/sam3/runtime/sam3_video_processor.cpp
  • families/sam3/runtime/sam3_video_processor.h
  • families/sam3/runtime/sam3_video_session.cpp
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  • families/sam3/timing_cache.py
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  • 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
  • families/sam3/vision_encoder_builder.py
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  • families/sana_wm/builder_lifetime.py
  • families/sana_wm/checkpoint_mapper.py
  • families/sana_wm/components/__init__.py
  • families/sana_wm/components/gemma/__init__.py
  • families/sana_wm/components/gemma/checkpoint_mapper.py
  • families/sana_wm/components/gemma/config.py
  • families/sana_wm/components/gemma/dual_profile_decoder_builder.py
  • families/sana_wm/components/gemma/graph_blocks.py
  • families/sana_wm/components/gemma/graph_ops.py
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  • families/sana_wm/components/gemma/standard_decoder_builder.py
  • families/sana_wm/components/ltx_video/__init__.py
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  • families/sana_wm/components/ltx_video/graph_ops.py
  • families/sana_wm/components/ltx_video/ltx_dit_builder.py
  • families/sana_wm/components/ltx_video/ltx_vae_builder.py
  • families/sana_wm/config.py
  • families/sana_wm/model.py
  • families/sana_wm/model_config.py
  • families/sana_wm/native_plugin_builder.py
  • families/sana_wm/native_plugins/CMakeLists.txt
  • families/sana_wm/native_plugins/sana_wm_gdn_creator.cpp
  • families/sana_wm/native_plugins/sana_wm_gdn_plugin.cu
  • 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
  • families/sana_wm/native_plugins/torch_cuda_bfloat16_math.h
  • families/sana_wm/refiner_dit_builder.py
  • families/sana_wm/refiner_text_connector_builder.py
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  • families/sana_wm/runtime/CMakeLists.txt
  • families/sana_wm/runtime/pipeline.cpp
  • families/sana_wm/runtime/pipeline.h
  • families/sana_wm/runtime/plugin.cpp
  • families/sana_wm/runtime/plugin_helpers.cpp
  • families/sana_wm/runtime/plugin_helpers.h
  • families/sana_wm/runtime/sana_wm_bpe_tokenizer.cpp
  • families/sana_wm/runtime/sana_wm_scheduler_helpers.h
  • families/sana_wm/runtime/tokenizer.h
  • families/sana_wm/stage1_dit_builder.py
  • families/sana_wm/support.py
  • families/sana_wm/tests/__init__.py
  • families/sana_wm/tests/assets/demo_0.txt
  • families/sana_wm/tests/assets/demo_0_intrinsics.npy
  • families/sana_wm/tests/manifests/sana-wm-bidirectional.json
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  • families/segformer/__init__.py
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  • families/segformer/graph_ops.py
  • families/segformer/model.py
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  • 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

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Move each model into a self-owned build, runtime, dependency, and test slice behind the shared bundle and abstract Task contracts.

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yifeif-nv force-pushed the agent/ai-native-horizontal-scale branch from 6415529 to 9777fef Compare September 5, 2026 08:27
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