From 64b5c7967c3144ef6ee09ec079742fb62b6fb7ed Mon Sep 17 00:00:00 2001 From: Chang Liu <9713593+chang-l@users.noreply.github.com> Date: Fri, 3 Apr 2026 16:13:39 -0700 Subject: [PATCH 1/5] [None][doc] Add visual generation models to supported models page (#12464) Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com> --- .../commands/trtllm-serve/trtllm-serve.rst | 2 +- docs/source/models/supported-models.md | 29 ++++++++++++++++++- docs/source/models/visual-generation.md | 11 ++++--- 3 files changed, 34 insertions(+), 8 deletions(-) diff --git a/docs/source/commands/trtllm-serve/trtllm-serve.rst b/docs/source/commands/trtllm-serve/trtllm-serve.rst index cdfa3cac9fc4..d4b335472a65 100644 --- a/docs/source/commands/trtllm-serve/trtllm-serve.rst +++ b/docs/source/commands/trtllm-serve/trtllm-serve.rst @@ -218,7 +218,7 @@ Visual Generation Serving ``trtllm-serve`` supports diffusion-based visual generation models (FLUX.1, FLUX.2, Wan2.1, Wan2.2) for image and video generation. When a diffusion model directory is provided (detected by the presence of ``model_index.json``), the server automatically launches in visual generation mode with dedicated endpoints. .. note:: - VisualGen is in **prototype** stage. APIs, supported models, and optimization options are actively evolving and may change in future releases. + VisualGen is in **beta** stage. APIs, supported models, and optimization options are actively evolving and may change in future releases. .. code-block:: bash diff --git a/docs/source/models/supported-models.md b/docs/source/models/supported-models.md index 7718159d22e6..0492533a7986 100644 --- a/docs/source/models/supported-models.md +++ b/docs/source/models/supported-models.md @@ -87,4 +87,31 @@ Note: # Visual Generation Models -For diffusion-based image and video generation models, see the [Visual Generation](./visual-generation.md) documentation. +TensorRT-LLM provides beta support for diffusion-based image and video generation. +For full documentation, see the [Visual Generation](./visual-generation.md) page. + +## Supported Models + +| HuggingFace Model ID | Tasks | +|---|---| +| `black-forest-labs/FLUX.1-dev` | Text-to-Image | +| `black-forest-labs/FLUX.2-dev` | Text-to-Image | +| `Wan-AI/Wan2.1-T2V-1.3B-Diffusers` | Text-to-Video | +| `Wan-AI/Wan2.1-T2V-14B-Diffusers` | Text-to-Video | +| `Wan-AI/Wan2.1-I2V-14B-480P-Diffusers` | Image-to-Video | +| `Wan-AI/Wan2.1-I2V-14B-720P-Diffusers` | Image-to-Video | +| `Wan-AI/Wan2.2-T2V-A14B-Diffusers` | Text-to-Video | +| `Wan-AI/Wan2.2-I2V-A14B-Diffusers` | Image-to-Video | +| `Lightricks/LTX-2` | Text-to-Video (with Audio), Image-to-Video (with Audio) | + +## Feature Matrix + +| Model | TeaCache | CFG Parallelism | Ulysses Parallelism | Parallel VAE | CUDA Graph | torch.compile | trtllm-serve | +|---|---|---|---|---|---|---|---| +| **FLUX.1** | Yes | No [^vg1] | Yes | No | Yes | Yes | Yes | +| **FLUX.2** | Yes | No [^vg1] | Yes | No | Yes | Yes | Yes | +| **Wan 2.1** | Yes | Yes | Yes | Yes | Yes | Yes | Yes | +| **Wan 2.2** | No | Yes | Yes | Yes | Yes | Yes | Yes | +| **LTX-2** | No | Yes | Yes | No | No | Yes | Yes | + +[^vg1]: FLUX models use embedded guidance and do not have a separate negative prompt path, so CFG parallelism is not applicable. diff --git a/docs/source/models/visual-generation.md b/docs/source/models/visual-generation.md index 35354b869323..6fdc1cc4faf1 100644 --- a/docs/source/models/visual-generation.md +++ b/docs/source/models/visual-generation.md @@ -1,7 +1,7 @@ -# Visual Generation (Prototype) +# Visual Generation (Beta) ```{note} -This feature is in **prototype** stage. APIs, supported models, and optimization options are +This feature is in **beta** stage. APIs, supported models, and optimization options are actively evolving and may change in future releases. ``` @@ -30,7 +30,7 @@ TensorRT-LLM **VisualGen** provides a unified inference stack for diffusion mode | `Wan-AI/Wan2.1-I2V-14B-720P-Diffusers` | Image-to-Video | | `Wan-AI/Wan2.2-T2V-A14B-Diffusers` | Text-to-Video | | `Wan-AI/Wan2.2-I2V-A14B-Diffusers` | Image-to-Video | -| `Lightricks/LTX-Video` | Text-to-Video (with Audio), Image-to-Video (with Audio) | +| `Lightricks/LTX-2` | Text-to-Video (with Audio), Image-to-Video (with Audio) | Models are auto-detected from the checkpoint directory. Diffusers-format models are detected via `model_index.json`; LTX-2 monolithic safetensors checkpoints are detected via embedded metadata. The `AutoPipeline` registry selects the appropriate pipeline class automatically. @@ -50,9 +50,8 @@ Models are auto-detected from the checkpoint directory. Diffusers-format models Here is a simple example to generate a video with Wan 2.1: -```{literalinclude} ../../../examples/visual_gen/quickstart_example.py - :language: python - :linenos: +```bash +python examples/visual_gen/quickstart_example.py ``` To learn more about VisualGen, see [`examples/visual_gen/`](https://github.com/NVIDIA/TensorRT-LLM/tree/main/examples/visual_gen) for more examples including text-to-image, image-to-video, and batch generation. From c3de562a4a00da5e33a2f18da8c30d3216dfabc0 Mon Sep 17 00:00:00 2001 From: TensorRT LLM <90828364+tensorrt-cicd@users.noreply.github.com> Date: Fri, 3 Apr 2026 23:49:36 +0000 Subject: [PATCH 2/5] [None][infra] Check in most recent lock file from nightly pipeline Signed-off-by: TensorRT LLM <90828364+tensorrt-cicd@users.noreply.github.com> --- security_scanning/docs/poetry.lock | 22 +- .../examples/auto_deploy/poetry.lock | 259 +++++++++--------- .../examples/draft_target_model/poetry.lock | 255 ++++++++--------- security_scanning/examples/eagle/poetry.lock | 255 ++++++++--------- .../llm-eval/lm-eval-harness/poetry.lock | 246 ++++++++--------- .../examples/lookahead/poetry.lock | 255 ++++++++--------- security_scanning/examples/medusa/poetry.lock | 255 ++++++++--------- .../models/contrib/baichuan/poetry.lock | 242 ++++++++-------- .../examples/models/contrib/bloom/poetry.lock | 242 ++++++++-------- .../models/contrib/chatglm-6b/poetry.lock | 242 ++++++++-------- .../models/contrib/chatglm2-6b/poetry.lock | 242 ++++++++-------- .../contrib/chatglm3-6b-32k/poetry.lock | 242 ++++++++-------- .../examples/models/contrib/dbrx/poetry.lock | 242 ++++++++-------- .../models/contrib/deepseek_v1/poetry.lock | 242 ++++++++-------- .../models/contrib/deepseek_v2/poetry.lock | 242 ++++++++-------- .../models/contrib/falcon/poetry.lock | 242 ++++++++-------- .../examples/models/contrib/gptj/poetry.lock | 242 ++++++++-------- .../models/contrib/gptneox/poetry.lock | 242 ++++++++-------- .../examples/models/contrib/grok/poetry.lock | 242 ++++++++-------- .../models/contrib/hyperclovax/poetry.lock | 10 +- .../models/contrib/internlm/poetry.lock | 242 ++++++++-------- .../examples/models/contrib/jais/poetry.lock | 242 ++++++++-------- .../examples/models/contrib/mmdit/poetry.lock | 236 ++++++++-------- .../examples/models/contrib/mpt/poetry.lock | 242 ++++++++-------- .../examples/models/contrib/opt/poetry.lock | 242 ++++++++-------- .../models/contrib/skywork/poetry.lock | 242 ++++++++-------- .../examples/models/contrib/smaug/poetry.lock | 242 ++++++++-------- .../examples/models/contrib/stdit/poetry.lock | 240 ++++++++-------- .../examples/models/core/commandr/poetry.lock | 242 ++++++++-------- .../examples/models/core/gemma/poetry.lock | 242 ++++++++-------- .../examples/models/core/glm-4-9b/poetry.lock | 242 ++++++++-------- .../examples/models/core/gpt/poetry.lock | 242 ++++++++-------- .../examples/models/core/llama/poetry.lock | 242 ++++++++-------- .../examples/models/core/mamba/poetry.lock | 242 ++++++++-------- .../examples/models/core/mixtral/poetry.lock | 234 ++++++++-------- .../examples/models/core/mllama/poetry.lock | 234 ++++++++-------- .../examples/models/core/nemotron/poetry.lock | 242 ++++++++-------- .../examples/models/core/phi/poetry.lock | 242 ++++++++-------- .../examples/models/core/qwen/poetry.lock | 248 ++++++++--------- .../models/core/qwen2audio/poetry.lock | 242 ++++++++-------- .../examples/models/core/qwenvl/poetry.lock | 246 ++++++++--------- .../models/core/recurrentgemma/poetry.lock | 242 ++++++++-------- .../examples/models/core/whisper/poetry.lock | 246 ++++++++--------- security_scanning/examples/ngram/poetry.lock | 255 ++++++++--------- .../examples/quantization/poetry.lock | 255 ++++++++--------- .../examples/ray_orchestrator/poetry.lock | 6 +- .../examples/redrafter/poetry.lock | 255 ++++++++--------- security_scanning/examples/serve/poetry.lock | 255 ++++++++--------- .../examples/trtllm-eval/poetry.lock | 259 +++++++++--------- security_scanning/metadata.json | 4 +- security_scanning/poetry.lock | 254 ++++++++--------- security_scanning/pyproject.toml | 4 +- security_scanning/triton_backend/poetry.lock | 236 ++++++++-------- .../triton_backend/pyproject.toml | 2 +- 54 files changed, 5906 insertions(+), 5896 deletions(-) diff --git a/security_scanning/docs/poetry.lock b/security_scanning/docs/poetry.lock index ca1b55eb00b1..7c3cf13db5f8 100644 --- a/security_scanning/docs/poetry.lock +++ b/security_scanning/docs/poetry.lock @@ -278,14 +278,14 @@ files = [ [[package]] name = "click" -version = "8.3.1" +version = "8.3.2" description = "Composable command line interface toolkit" optional = false python-versions = ">=3.10" groups = ["main"] files = [ - {file = "click-8.3.1-py3-none-any.whl", hash = "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6"}, - {file = "click-8.3.1.tar.gz", hash = "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a"}, + {file = "click-8.3.2-py3-none-any.whl", hash = "sha256:1924d2c27c5653561cd2cae4548d1406039cb79b858b747cfea24924bbc1616d"}, + {file = "click-8.3.2.tar.gz", hash = "sha256:14162b8b3b3550a7d479eafa77dfd3c38d9dc8951f6f69c78913a8f9a7540fd5"}, ] [package.dependencies] @@ -669,14 +669,14 @@ yaml = ["pyyaml (>=6.0.1)"] [[package]] name = "pydata-sphinx-theme" -version = "0.16.1" +version = "0.17.0" description = "Bootstrap-based Sphinx theme from the PyData 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"zope.testing"] [metadata] lock-version = "2.1" python-versions = ">=3.10,<3.13" -content-hash = "5b0104e09cb975f2075545d3ca7f8c268fa0b571cdd2425371b5db338281bd04" +content-hash = "f5c7c067ec7389bd0113e6d29a456071e91349fad61e458a36ae70bf49142cad" diff --git a/security_scanning/triton_backend/pyproject.toml b/security_scanning/triton_backend/pyproject.toml index dda2ff3d9ed1..12fa1a3b33e7 100644 --- a/security_scanning/triton_backend/pyproject.toml +++ b/security_scanning/triton_backend/pyproject.toml @@ -7,7 +7,7 @@ authors = [ ] requires-python = ">=3.10,<3.13" dependencies = [ - "regex (>=2026.3.32,<2027.0.0)", + "regex (>=2026.4.4,<2027.0.0)", "fire (>=0.7.1,<0.8.0)", "tritonclient[all] (>=2.67.0,<3.0.0)", "transformers (==4.57.3)", From 8fe08b623c9f256a2cc5004bd9cdedd55d57704e Mon Sep 17 00:00:00 2001 From: Bo Deng Date: Sat, 4 Apr 2026 09:56:54 +0800 Subject: [PATCH 3/5] [TRTLLM-11146][feat] Extend python cache transceiver to support nemotron (#12150) Signed-off-by: Bo Deng --- .../_torch/disaggregation/base/transfer.py | 1 + .../native/mixers/attention/peer.py | 25 +- .../disaggregation/native/mixers/ssm/peer.py | 193 +++++++- .../_torch/disaggregation/native/peer.py | 3 + .../_torch/disaggregation/native/transfer.py | 29 +- .../disaggregation/resource/kv_extractor.py | 69 ++- .../_torch/disaggregation/resource/page.py | 65 ++- .../_torch/disaggregation/resource/utils.py | 61 ++- .../_torch/disaggregation/transceiver.py | 29 +- .../_torch/modules/mamba/gdn_mixer.py | 6 +- .../_torch/modules/mamba/mamba2_metadata.py | 25 +- .../_torch/modules/mamba/mamba2_mixer.py | 6 +- .../_torch/pyexecutor/cuda_graph_runner.py | 6 - .../_torch/pyexecutor/mamba_cache_manager.py | 90 ++-- .../_torch/pyexecutor/py_executor_creator.py | 19 +- .../accuracy/test_disaggregated_serving.py | 38 +- .../integration/test_lists/test-db/l0_a10.yml | 1 + .../unittest/disaggregated/test_extractor.py | 105 +++- .../disaggregated/test_mamba_transfer.py | 466 ++++++++++++++++++ tests/unittest/disaggregated/test_peer.py | 29 +- 20 files changed, 1120 insertions(+), 146 deletions(-) create mode 100644 tests/unittest/disaggregated/test_mamba_transfer.py diff --git a/tensorrt_llm/_torch/disaggregation/base/transfer.py b/tensorrt_llm/_torch/disaggregation/base/transfer.py index 8c8b6d60a0f1..73479e5e01ed 100644 --- a/tensorrt_llm/_torch/disaggregation/base/transfer.py +++ b/tensorrt_llm/_torch/disaggregation/base/transfer.py @@ -52,6 +52,7 @@ class KVSlice: default_factory=list ) # Physical block IDs per layer group, each np.ndarray(dtype=np.int64) is_last_slice: bool = False + mamba_state_index: Optional[int] = None class SessionStatus(Enum): diff --git a/tensorrt_llm/_torch/disaggregation/native/mixers/attention/peer.py b/tensorrt_llm/_torch/disaggregation/native/mixers/attention/peer.py index e9644d42a357..d1458b47c870 100644 --- a/tensorrt_llm/_torch/disaggregation/native/mixers/attention/peer.py +++ b/tensorrt_llm/_torch/disaggregation/native/mixers/attention/peer.py @@ -164,7 +164,9 @@ def __init__( peer_tp_per_dp, self_tp_rank, peer_tp_rank, - self._bytes_cont_heads, + self_kv_heads=self._ri.attention.kv_heads_per_rank, + peer_kv_heads=peer_ri.attention.kv_heads_per_rank, + bytes_per_head=bytes_per_head, ) self._peer_layer_off = peer_layer_off @@ -241,15 +243,22 @@ def _compute_head_offsets( peer_tp_per_dp: int, self_tp_rank: int, peer_tp_rank: int, - bytes_cont_heads: int, + self_kv_heads: int, + peer_kv_heads: int, + bytes_per_head: int, ) -> tuple[int, int]: if self_tp_per_dp == peer_tp_per_dp: return 0, 0 - ratio = max(self_tp_per_dp, peer_tp_per_dp) // min(self_tp_per_dp, peer_tp_per_dp) + # total_unique = total KV heads in model; head_idx via integer division + # handles head duplication (total_kv_heads < tp_per_dp) correctly. if self_tp_per_dp < peer_tp_per_dp: - return (peer_tp_rank % ratio) * bytes_cont_heads, 0 + total_unique = self_kv_heads * self_tp_per_dp + src_head_idx = (peer_tp_rank * total_unique) // peer_tp_per_dp % self_kv_heads + return src_head_idx * bytes_per_head, 0 else: - return 0, (self_tp_rank % ratio) * bytes_cont_heads + total_unique = peer_kv_heads * peer_tp_per_dp + dst_head_idx = (self_tp_rank * total_unique) // self_tp_per_dp % peer_kv_heads + return 0, dst_head_idx * bytes_per_head @staticmethod def _get_layer_kv_num(ri: RankInfo) -> int: @@ -359,10 +368,10 @@ def _head_factors(self, peer_ri: RankInfo) -> tuple[int, int]: def head_match(self, peer_ri: RankInfo) -> tuple[bool, bool]: factor_self, factor_peer = self._head_factors(peer_ri) is_dup_head = factor_self != factor_peer + # Slot layout is compatible if kv_heads_per_rank matches (same slot size). head_match = ( - is_dup_head - or self._ri.attention.is_mla - or (self._tp_per_dp(self._ri) == self._tp_per_dp(peer_ri)) + self._ri.attention.is_mla + or self._ri.attention.kv_heads_per_rank == peer_ri.attention.kv_heads_per_rank ) return head_match, is_dup_head diff --git a/tensorrt_llm/_torch/disaggregation/native/mixers/ssm/peer.py b/tensorrt_llm/_torch/disaggregation/native/mixers/ssm/peer.py index 1e59cf675884..e8c8816ba4c8 100644 --- a/tensorrt_llm/_torch/disaggregation/native/mixers/ssm/peer.py +++ b/tensorrt_llm/_torch/disaggregation/native/mixers/ssm/peer.py @@ -1,4 +1,4 @@ -from typing import List +from typing import Dict, List, Optional, Tuple import numpy as np @@ -8,6 +8,12 @@ SpecRegion, SpecRegionPair, ) +from tensorrt_llm._torch.disaggregation.native.rank_info import RankInfo +from tensorrt_llm._torch.disaggregation.resource.page import ( + KVCachePageTable, + MambaLayerGroup, + PhysicalPool, +) from tensorrt_llm._utils import nvtx_range @@ -308,3 +314,188 @@ def _compute_tp_offsets( else: # peer has fewer ranks -> larger chunk; self selects sub-chunk return 0, (self_tp_rank % ratio) * transfer_bytes + + +class MambaPolicy: + """ + Dispatch mappers and build frags for Mamba state transfer. + """ + + @staticmethod + def _mamba_tp(ri: RankInfo) -> Tuple[int, int]: + """Return (mamba_effective_tp_size, mamba_effective_tp_rank). + + When attention_dp is enabled, mamba is not TP-sharded. + """ + if ri.attention and ri.attention.enable_attention_dp: + return 1, 0 + return ri.tp_size, ri.tp_rank + + @staticmethod + def _build_layer_ptrs( + pool: PhysicalPool, + layer_offsets: Dict[int, int], + overlapping_layers: List[int], + slot: int, + ) -> np.ndarray: + """Build per-layer pointers for a given pool (conv or ssm) and slot.""" + ptrs = [] + for glid in overlapping_layers: + lid = layer_offsets[glid] + ptrs.append( + pool.base_address + lid * pool.num_slots * pool.slot_bytes + slot * pool.slot_bytes + ) + return np.array(ptrs, dtype=np.int64) + + @staticmethod + def _select_mapper( + *, + is_conv: bool, + tp_match: bool, + transfer_layers: int, + self_mlg: MambaLayerGroup, + peer_mlg: MambaLayerGroup, + self_pool: PhysicalPool, + peer_pool: PhysicalPool, + self_mamba_tp: int, + peer_mamba_tp: int, + self_mamba_tp_rank: int, + peer_mamba_tp_rank: int, + ) -> RegionMapperBase: + """Select the appropriate mapper for a conv/ssm pool pair.""" + if tp_match: + return MambaHeadMatchMapper( + transfer_layers=transfer_layers, + src_layer_off=0, + dst_layer_off=0, + block_bytes_per_layer=self_pool.slot_bytes, + ) + if is_conv: + return ConvStateMismatchMapper( + transfer_layers=transfer_layers, + src_layer_off=0, + dst_layer_off=0, + self_section_bytes=self_mlg.conv_section_bytes, + peer_section_bytes=peer_mlg.conv_section_bytes, + self_tp_per_dp=self_mamba_tp, + peer_tp_per_dp=peer_mamba_tp, + self_tp_rank=self_mamba_tp_rank, + peer_tp_rank=peer_mamba_tp_rank, + ) + # SSM state: head-level granularity + self_nheads = self_pool.slot_bytes // self_mlg.ssm_bytes_per_head + peer_nheads = peer_pool.slot_bytes // peer_mlg.ssm_bytes_per_head + return MambaHeadMismatchMapper( + transfer_layers=transfer_layers, + src_layer_off=0, + dst_layer_off=0, + bytes_per_head=self_mlg.ssm_bytes_per_head, + self_nheads=self_nheads, + peer_nheads=peer_nheads, + self_tp_per_dp=self_mamba_tp, + peer_tp_per_dp=peer_mamba_tp, + self_tp_rank=self_mamba_tp_rank, + peer_tp_rank=peer_mamba_tp_rank, + ) + + @staticmethod + def build_mamba_frags( + self_mlg: MambaLayerGroup, + peer_mlg: MambaLayerGroup, + src_slot: int, + dst_slot: int, + self_ri: RankInfo, + peer_ri: RankInfo, + ) -> Tuple[List[int], List[int], List[int]]: + """Build (src_frags, dst_frags, kv_sizes) for mamba state transfer. + + Returns empty lists if there are no overlapping layers. + """ + overlapping_layers = sorted( + set(self_mlg.mamba_layer_offsets.keys()) & set(peer_mlg.mamba_layer_offsets.keys()) + ) + transfer_layers = len(overlapping_layers) + if transfer_layers == 0: + return [], [], [] + + self_mamba_tp, self_mamba_tp_rank = MambaPolicy._mamba_tp(self_ri) + peer_mamba_tp, peer_mamba_tp_rank = MambaPolicy._mamba_tp(peer_ri) + tp_match = self_mamba_tp == peer_mamba_tp + + src_frags: List[int] = [] + dst_frags: List[int] = [] + kv_sizes: List[int] = [] + + for self_pool, peer_pool, is_conv in [ + (self_mlg.conv_states, peer_mlg.conv_states, True), + (self_mlg.ssm_states, peer_mlg.ssm_states, False), + ]: + src_ptrs = MambaPolicy._build_layer_ptrs( + self_pool, self_mlg.mamba_layer_offsets, overlapping_layers, src_slot + ) + dst_ptrs = MambaPolicy._build_layer_ptrs( + peer_pool, peer_mlg.mamba_layer_offsets, overlapping_layers, dst_slot + ) + + src_region = SpecRegion( + memory=MemRegionGroup(ptrs=src_ptrs, bytes_per_region=self_pool.slot_bytes) + ) + dst_region = SpecRegion( + memory=MemRegionGroup(ptrs=dst_ptrs, bytes_per_region=peer_pool.slot_bytes) + ) + + mapper = MambaPolicy._select_mapper( + is_conv=is_conv, + tp_match=tp_match, + transfer_layers=transfer_layers, + self_mlg=self_mlg, + peer_mlg=peer_mlg, + self_pool=self_pool, + peer_pool=peer_pool, + self_mamba_tp=self_mamba_tp, + peer_mamba_tp=peer_mamba_tp, + self_mamba_tp_rank=self_mamba_tp_rank, + peer_mamba_tp_rank=peer_mamba_tp_rank, + ) + + region_pair = mapper.map(src_region, dst_region) + region_pairs = region_pair if isinstance(region_pair, list) else [region_pair] + for rp in region_pairs: + src_frags.extend(rp.src.memory.ptrs) + dst_frags.extend(rp.dst.memory.ptrs) + frag_size = rp.src.memory.bytes_per_region + kv_sizes.extend([frag_size] * len(rp.src.memory.ptrs)) + + return src_frags, dst_frags, kv_sizes + + @staticmethod + def collect_frags( + self_page_table: KVCachePageTable, + peer_page_table: KVCachePageTable, + src_slot: Optional[int], + dst_slot: Optional[int], + self_ri: RankInfo, + peer_ri: RankInfo, + ) -> Tuple[List[int], List[int], List[int]]: + """Find mamba layer groups from page tables and build transfer frags. + + Returns (src_frags, dst_frags, kv_sizes) — all empty if not applicable. + """ + self_mlg = next( + (lg for lg in self_page_table.layer_groups if isinstance(lg, MambaLayerGroup)), + None, + ) + peer_mlg = next( + (lg for lg in peer_page_table.layer_groups if isinstance(lg, MambaLayerGroup)), + None, + ) + if self_mlg is None or peer_mlg is None or src_slot is None or dst_slot is None: + return [], [], [] + return MambaPolicy.build_mamba_frags( + self_mlg=self_mlg, + peer_mlg=peer_mlg, + src_slot=src_slot, + dst_slot=dst_slot, + self_ri=self_ri, + peer_ri=peer_ri, + ) diff --git a/tensorrt_llm/_torch/disaggregation/native/peer.py b/tensorrt_llm/_torch/disaggregation/native/peer.py index a021a3f113de..0d305cee40df 100644 --- a/tensorrt_llm/_torch/disaggregation/native/peer.py +++ b/tensorrt_llm/_torch/disaggregation/native/peer.py @@ -6,6 +6,7 @@ from tensorrt_llm._torch.disaggregation.native.mixers.attention.peer import AttentionPolicy from tensorrt_llm._torch.disaggregation.native.rank_info import RankInfo from tensorrt_llm._torch.disaggregation.resource.kv_extractor import KVRegionExtractorV1 +from tensorrt_llm._torch.disaggregation.resource.page import AttentionLayerGroup from tensorrt_llm._torch.disaggregation.resource.utils import ( PoolRole, get_global_layer_ids, @@ -132,6 +133,8 @@ def get_pool_mapping(self, peer_ri: RankInfo) -> Dict[LGPoolKey, LGPoolKey]: kv_factor = self._ri.attention.kv_factor for self_lg_idx, self_lg in enumerate(self_pt.layer_groups): + if not isinstance(self_lg, AttentionLayerGroup): + continue for self_pi, self_pv in enumerate(self_lg.pool_views): is_indexer = len(self_pv.buffer_entries) == 0 # For INDEXER (empty buffer_entries), use group-level IDs for step-1 lookup diff --git a/tensorrt_llm/_torch/disaggregation/native/transfer.py b/tensorrt_llm/_torch/disaggregation/native/transfer.py index 7292b0a800c3..8d7e412de4c8 100644 --- a/tensorrt_llm/_torch/disaggregation/native/transfer.py +++ b/tensorrt_llm/_torch/disaggregation/native/transfer.py @@ -41,6 +41,7 @@ ) from tensorrt_llm._torch.disaggregation.native.auxiliary import AuxBuffer from tensorrt_llm._torch.disaggregation.native.messenger import ZMQMessenger, decode_message +from tensorrt_llm._torch.disaggregation.native.mixers.ssm.peer import MambaPolicy from tensorrt_llm._torch.disaggregation.native.peer import PeerRegistrar from tensorrt_llm._torch.disaggregation.native.perf_logger import PerfTimer, perf_log_manager from tensorrt_llm._torch.disaggregation.native.rank_info import RankInfo @@ -72,6 +73,7 @@ class RecvReqInfo: unique_rid: int start_token_idx: Optional[int] = None aux_slot: Optional[int] = None + mamba_state_index: Optional[int] = None def to_bytes(self) -> bytes: return msgpack.packb( @@ -85,6 +87,7 @@ def to_bytes(self) -> bytes: "unique_rid": self.unique_rid, "start_token_idx": self.start_token_idx, "aux_slot": self.aux_slot, + "mamba_state_index": self.mamba_state_index, } ) @@ -509,13 +512,12 @@ def _build_kv_write_meta(self, task: KVSendTask, req_info: RecvReqInfo) -> Write # tuples and construct the final sizes array with a single np.repeat(). # For 48k+ items this avoids many small allocations in the hot loop. size_specs: list[tuple[int, int]] = [] - dst_device_id = None + dst_device_id = peer_ri.device_id + extractor = self._registrar.self_extractor + peer_extractor = self._registrar.peer_extractor( + peer_ri.instance_name, peer_ri.instance_rank + ) if self._registrar.should_send_kv(targets, peer_ri): - dst_device_id = peer_ri.device_id - extractor = self._registrar.self_extractor - peer_extractor = self._registrar.peer_extractor( - peer_ri.instance_name, peer_ri.instance_rank - ) pool_mapping = self._registrar.get_pool_mapping(peer_ri) dst_block_ids_per_groups = req_info.block_ids_per_layer_groups src_block_ids_per_groups = task._slice.block_ids_per_layer_groups @@ -564,6 +566,20 @@ def _build_kv_write_meta(self, task: KVSendTask, req_info: RecvReqInfo) -> Write dst_frags = np.array([], dtype=np.int64) kv_sizes = np.array([], dtype=np.int64) + # handle mamba fragments + m_src, m_dst, m_sizes = MambaPolicy.collect_frags( + self_page_table=extractor.page_table, + peer_page_table=peer_extractor.page_table, + src_slot=task._slice.mamba_state_index, + dst_slot=req_info.mamba_state_index, + self_ri=self._registrar.self_rank_info, + peer_ri=peer_ri, + ) + if m_src: + src_frags = np.concatenate([src_frags, np.array(m_src, dtype=np.int64)]) + dst_frags = np.concatenate([dst_frags, np.array(m_dst, dtype=np.int64)]) + kv_sizes = np.concatenate([kv_sizes, np.array(m_sizes, dtype=np.int64)]) + if timer: timer.record_prepare_args_end(peer_ri.instance_rank) timer.record_transfer_sizes(peer_ri.instance_rank, int(kv_sizes.sum()), dst_frags.size) @@ -1017,6 +1033,7 @@ def _build_recv_req_info(self, task: KVRecvTask) -> RecvReqInfo: block_ids_per_layer_groups=task._kv_slice.block_ids_per_layer_groups, unique_rid=task._unique_rid, aux_slot=task._aux_slot, + mamba_state_index=task._kv_slice.mamba_state_index, ) def dispatch_task(self, task: KVRecvTask): diff --git a/tensorrt_llm/_torch/disaggregation/resource/kv_extractor.py b/tensorrt_llm/_torch/disaggregation/resource/kv_extractor.py index 447a820be2a0..c83d26c26f29 100644 --- a/tensorrt_llm/_torch/disaggregation/resource/kv_extractor.py +++ b/tensorrt_llm/_torch/disaggregation/resource/kv_extractor.py @@ -11,14 +11,20 @@ ) from tensorrt_llm._torch.disaggregation.resource.page import ( BUFFER_ENTRY_DTYPE, + AttentionLayerGroup, KVCachePageTable, LayerGroup, LocalLayer, + MambaLayerGroup, PhysicalPool, PhysicalPoolGroup, PoolView, ) from tensorrt_llm._torch.disaggregation.resource.utils import get_physical_pool +from tensorrt_llm._torch.pyexecutor.mamba_cache_manager import ( + MambaHybridCacheManager, + PythonMambaCacheManager, +) from tensorrt_llm._torch.pyexecutor.resource_manager import KVCacheManager from tensorrt_llm._utils import get_size_in_bytes, nvtx_range from tensorrt_llm.bindings import DataType @@ -83,6 +89,56 @@ def extract( # --------------------------------------------------------------------------- +def _build_layer_group_for_mamba( + manager: MambaHybridCacheManager, pool_group_idx: int +) -> MambaLayerGroup: + assert isinstance(manager._impl, PythonMambaCacheManager), ( + "CppMambaCacheManager is not supported with Python transceiver, please set TRTLLM_USE_CPP_MAMBA=0" + ) + + mamba_layer_offsets = { + int(global_layer_id): int(local_layer_id) + for global_layer_id, local_layer_id in manager._impl.mamba_layer_offsets.items() + } + + conv_state = manager._impl.mamba_cache.conv + ssm_state = manager._impl.mamba_cache.temporal + + conv_pool = PhysicalPool( + base_address=conv_state.data_ptr(), + slot_bytes=conv_state.stride(1) * conv_state.element_size(), + num_slots=conv_state.shape[1], + ) + + ssm_pool = PhysicalPool( + base_address=ssm_state.data_ptr(), + slot_bytes=ssm_state.stride(1) * ssm_state.element_size(), + num_slots=ssm_state.shape[1], + ) + + # Per-section bytes for conv_state and per-head bytes for ssm_state. + # conv_state layout: [x: d_inner/tp | B: ng*ds/tp | C: ng*ds/tp] x (d_conv-1) + # ssm_state layout: (nheads/tp, head_dim, d_state) + d_conv_m1 = conv_state.shape[3] + conv_elem_size = conv_state.element_size() + conv_section_dims = manager._impl.conv_section_dims + conv_section_bytes = [dim * d_conv_m1 * conv_elem_size for dim in conv_section_dims] + + head_dim = ssm_state.shape[3] + d_state = ssm_state.shape[4] + ssm_elem_size = ssm_state.element_size() + ssm_bytes_per_head = head_dim * d_state * ssm_elem_size + + return MambaLayerGroup( + pool_group_idx=pool_group_idx, + mamba_layer_offsets=mamba_layer_offsets, + conv_states=conv_pool, + ssm_states=ssm_pool, + conv_section_bytes=conv_section_bytes, + ssm_bytes_per_head=ssm_bytes_per_head, + ) + + def build_page_table(kv_cache_manager: KVCacheManager) -> KVCachePageTable: """Build a KVCachePageTable from a KVCacheManager (V1).""" if kv_cache_manager.dtype == DataType.NVFP4: @@ -166,7 +222,7 @@ def build_page_table(kv_cache_manager: KVCacheManager) -> KVCachePageTable: for lid in local_layer_ids ] layer_groups.append( - LayerGroup( + AttentionLayerGroup( pool_group_idx=group_id, kv_head_num_per_rank=num_kv_heads, sliding_window_size=window_size, @@ -174,6 +230,10 @@ def build_page_table(kv_cache_manager: KVCacheManager) -> KVCachePageTable: pool_views=pool_views, ) ) + if isinstance(kv_cache_manager, MambaHybridCacheManager): + mamba_layer_group_idx = len(pool_groups) + mamba_layer_group = _build_layer_group_for_mamba(kv_cache_manager, mamba_layer_group_idx) + layer_groups.append(mamba_layer_group) return KVCachePageTable( tokens_per_block=tokens_per_block, @@ -354,7 +414,7 @@ def _role_str_to_enum(role: str) -> DataRole: sliding_window_size = life_cycle.window_size layer_groups.append( - LayerGroup( + AttentionLayerGroup( pool_group_idx=storage_pg_to_list_idx[storage_pg_idx], kv_head_num_per_rank=num_kv_heads, sliding_window_size=sliding_window_size, @@ -363,6 +423,11 @@ def _role_str_to_enum(role: str) -> DataRole: ) ) + if isinstance(manager, MambaHybridCacheManager): + mamba_layer_group_idx = len(pool_groups) + mamba_layer_group = _build_layer_group_for_mamba(manager, mamba_layer_group_idx) + layer_groups.append(mamba_layer_group) + return KVCachePageTable( tokens_per_block=config.tokens_per_block, layer_groups=layer_groups, diff --git a/tensorrt_llm/_torch/disaggregation/resource/page.py b/tensorrt_llm/_torch/disaggregation/resource/page.py index 40cedd247c1e..8e96e3889745 100644 --- a/tensorrt_llm/_torch/disaggregation/resource/page.py +++ b/tensorrt_llm/_torch/disaggregation/resource/page.py @@ -1,7 +1,7 @@ from __future__ import annotations from dataclasses import dataclass, field -from typing import List, Optional +from typing import Dict, List, Optional import numpy as np @@ -102,13 +102,30 @@ def from_dict(data: dict) -> "PoolView": @dataclass class LayerGroup: """ - One life cycle / layer-group. + Base class for one life cycle / layer-group. """ pool_group_idx: int - kv_head_num_per_rank: int - sliding_window_size: Optional[int] - local_layers: List[LocalLayer] + + def to_dict(self) -> dict: + raise NotImplementedError + + @classmethod + def from_dict(cls, data: dict) -> "LayerGroup": + if data.get("kv_head_num_per_rank") is not None: + return AttentionLayerGroup.from_dict(data) + elif data.get("mamba_layer_offsets") is not None: + return MambaLayerGroup.from_dict(data) + raise ValueError("Invalid layer group") + + +@dataclass +class AttentionLayerGroup(LayerGroup): + """Layer group for attention KV cache.""" + + kv_head_num_per_rank: int = 0 + sliding_window_size: Optional[int] = None + local_layers: List[LocalLayer] = field(default_factory=list) pool_views: List[PoolView] = field(default_factory=list) def to_dict(self) -> dict: @@ -121,7 +138,7 @@ def to_dict(self) -> dict: } @classmethod - def from_dict(cls, data: dict) -> "LayerGroup": + def from_dict(cls, data: dict) -> "AttentionLayerGroup": return cls( pool_group_idx=int(data["pool_group_idx"]), kv_head_num_per_rank=int(data["kv_head_num_per_rank"]), @@ -131,6 +148,42 @@ def from_dict(cls, data: dict) -> "LayerGroup": ) +@dataclass +class MambaLayerGroup(LayerGroup): + """Layer group for Mamba SSM states.""" + + mamba_layer_offsets: Dict[int, int] = field(default_factory=dict) + conv_states: Optional[PhysicalPool] = None + ssm_states: Optional[PhysicalPool] = None + conv_section_bytes: Optional[List[int]] = None + ssm_bytes_per_head: Optional[int] = None + + def to_dict(self) -> dict: + return { + "pool_group_idx": int(self.pool_group_idx), + "mamba_layer_offsets": {int(k): int(v) for k, v in self.mamba_layer_offsets.items()}, + "conv_states": self.conv_states.to_dict(), + "ssm_states": self.ssm_states.to_dict(), + "conv_section_bytes": self.conv_section_bytes, + "ssm_bytes_per_head": self.ssm_bytes_per_head, + } + + @classmethod + def from_dict(cls, data: dict) -> "MambaLayerGroup": + conv_section_bytes = data.get("conv_section_bytes") + ssm_bytes_per_head = data.get("ssm_bytes_per_head") + return cls( + pool_group_idx=int(data["pool_group_idx"]), + mamba_layer_offsets={int(k): int(v) for k, v in data["mamba_layer_offsets"].items()}, + conv_states=PhysicalPool.from_dict(data["conv_states"]), + ssm_states=PhysicalPool.from_dict(data["ssm_states"]), + conv_section_bytes=[int(x) for x in conv_section_bytes] + if conv_section_bytes is not None + else None, + ssm_bytes_per_head=int(ssm_bytes_per_head) if ssm_bytes_per_head is not None else None, + ) + + @dataclass class KVCachePageTable: tokens_per_block: int diff --git a/tensorrt_llm/_torch/disaggregation/resource/utils.py b/tensorrt_llm/_torch/disaggregation/resource/utils.py index e8863e402fd3..c97dd2721325 100644 --- a/tensorrt_llm/_torch/disaggregation/resource/utils.py +++ b/tensorrt_llm/_torch/disaggregation/resource/utils.py @@ -5,7 +5,7 @@ from tensorrt_llm._torch.disaggregation.base.region import DataRole as RegionDataRole -from .page import KVCachePageTable, LayerGroup, PhysicalPool, PoolView +from .page import AttentionLayerGroup, KVCachePageTable, MambaLayerGroup, PhysicalPool, PoolView class PoolRole(Enum): @@ -60,7 +60,9 @@ def get_pool_view_num_layers(pool_view: PoolView) -> int: return len(get_unique_layers(pool_view)) -def get_pool_view_global_layer_ids(pool_view: PoolView, layer_group: LayerGroup) -> List[int]: +def get_pool_view_global_layer_ids( + pool_view: PoolView, layer_group: AttentionLayerGroup +) -> List[int]: """ Global layer IDs for the layers that appear in *pool_view*, ordered as in *layer_group.local_layers*. @@ -114,14 +116,14 @@ def get_pool_role(pool_view: PoolView, *, kv_factor: int) -> PoolRole: # ------------------------------------------------------------------------- -def get_global_layer_ids(layer_group: LayerGroup) -> List[int]: +def get_global_layer_ids(layer_group: AttentionLayerGroup) -> List[int]: """ Ordered global layer IDs for *layer_group* """ return [ll.global_layer_id for ll in layer_group.local_layers] -def get_layer_group_num_layers(layer_group: LayerGroup) -> int: +def get_layer_group_num_layers(layer_group: AttentionLayerGroup) -> int: """ Number of layers in *layer_group* """ @@ -174,12 +176,21 @@ def get_unique_pool_memory_descs( unique_pools: dict[tuple[int, int], int] = {} # (ptr, size) -> index pool_counter = 0 for lg_idx, lg in enumerate(page_table.layer_groups): - for pv in lg.pool_views: - pool = get_physical_pool(page_table, lg_idx, pv.pool_idx) - pool_key = (pool.base_address, get_pool_bytes(pool)) - if pool_key not in unique_pools: - unique_pools[pool_key] = pool_counter - pool_counter += 1 + if isinstance(lg, MambaLayerGroup): + num_mamba_layers = len(lg.mamba_layer_offsets) + for pool in [lg.conv_states, lg.ssm_states]: + pool_size = num_mamba_layers * pool.num_slots * pool.slot_bytes + pool_key = (pool.base_address, pool_size) + if pool_key not in unique_pools: + unique_pools[pool_key] = pool_counter + pool_counter += 1 + else: + for pv in lg.pool_views: + pool = get_physical_pool(page_table, lg_idx, pv.pool_idx) + pool_key = (pool.base_address, get_pool_bytes(pool)) + if pool_key not in unique_pools: + unique_pools[pool_key] = pool_counter + pool_counter += 1 return [ (pool_ptr, pool_size, device_id, f"kv_cache_memory_pool{idx}") for (pool_ptr, pool_size), idx in unique_pools.items() @@ -197,16 +208,21 @@ def get_layer_to_layer_group(page_table: KVCachePageTable) -> Dict[int, int]: """ out: Dict[int, int] = {} for lg_idx, lg in enumerate(page_table.layer_groups): - for ll in lg.local_layers: - out[int(ll.global_layer_id)] = int(lg_idx) + if isinstance(lg, AttentionLayerGroup): + for ll in lg.local_layers: + out[int(ll.global_layer_id)] = int(lg_idx) return out def get_num_layers(page_table: KVCachePageTable) -> int: """ - Total number of layers across all layer groups + Total number of attention layers across all layer groups """ - return sum(len(lg.local_layers) for lg in page_table.layer_groups) + return sum( + len(lg.local_layers) + for lg in page_table.layer_groups + if isinstance(lg, AttentionLayerGroup) + ) def get_num_layer_groups(page_table: KVCachePageTable) -> int: @@ -216,19 +232,26 @@ def get_num_layer_groups(page_table: KVCachePageTable) -> int: def get_pool_views(page_table: KVCachePageTable) -> List[List[PoolView]]: """ - Pool views per layer group + Pool views per attention layer group """ - return [lg.pool_views for lg in page_table.layer_groups] + return [lg.pool_views for lg in page_table.layer_groups if isinstance(lg, AttentionLayerGroup)] def get_total_pools(page_table: KVCachePageTable) -> int: """Total pool-view count.""" - return sum(len(lg.pool_views) for lg in page_table.layer_groups) + return sum( + len(lg.pool_views) for lg in page_table.layer_groups if isinstance(lg, AttentionLayerGroup) + ) def get_total_buffer_entries(page_table: KVCachePageTable) -> int: """Total buffer entries across all pools.""" - return sum(get_num_buffer_entries(pv) for lg in page_table.layer_groups for pv in lg.pool_views) + return sum( + get_num_buffer_entries(pv) + for lg in page_table.layer_groups + if isinstance(lg, AttentionLayerGroup) + for pv in lg.pool_views + ) def get_total_pool_bytes(page_table: KVCachePageTable) -> int: @@ -238,6 +261,7 @@ def get_total_pool_bytes(page_table: KVCachePageTable) -> int: return sum( get_pool_bytes(get_physical_pool(page_table, lg_idx, pv.pool_idx)) for lg_idx, lg in enumerate(page_table.layer_groups) + if isinstance(lg, AttentionLayerGroup) for pv in lg.pool_views ) @@ -249,5 +273,6 @@ def get_total_slots(page_table: KVCachePageTable) -> int: return sum( get_physical_pool(page_table, lg_idx, pv.pool_idx).num_slots for lg_idx, lg in enumerate(page_table.layer_groups) + if isinstance(lg, AttentionLayerGroup) for pv in lg.pool_views ) diff --git a/tensorrt_llm/_torch/disaggregation/transceiver.py b/tensorrt_llm/_torch/disaggregation/transceiver.py index d5353a8458db..73c75dd82759 100644 --- a/tensorrt_llm/_torch/disaggregation/transceiver.py +++ b/tensorrt_llm/_torch/disaggregation/transceiver.py @@ -15,10 +15,15 @@ get_unique_rid, ) from tensorrt_llm._torch.disaggregation.native.transfer import TransferWorker, TransferWorkerConfig +from tensorrt_llm._torch.disaggregation.resource.page import MambaLayerGroup from tensorrt_llm._torch.disaggregation.resource.utils import get_global_layer_ids from tensorrt_llm._torch.distributed.communicator import Distributed from tensorrt_llm._torch.pyexecutor.kv_cache_transceiver import KvCacheTransceiver from tensorrt_llm._torch.pyexecutor.llm_request import LlmRequest +from tensorrt_llm._torch.pyexecutor.mamba_cache_manager import ( + MambaHybridCacheManager, + PythonMambaCacheManager, +) from tensorrt_llm._torch.pyexecutor.resource_manager import KVCacheManager, KVCacheManagerV2 from tensorrt_llm._utils import nvtx_range from tensorrt_llm.bindings import LlmRequestState @@ -113,9 +118,13 @@ def _init_sync_policy(self): def _exchange_rank_info(self): endpoints = cast(list, self._dist.allgather(self._transfer_worker.sender_endpoint)) - layer_num_per_pp = cast( - list, getattr(self._dist, "pp_allgather")(len(self._kv_cache_manager.pp_layers)) - ) + layer_num = len(self._kv_cache_manager.pp_layers) + if isinstance(self._kv_cache_manager, MambaHybridCacheManager): + assert isinstance(self._kv_cache_manager._impl, PythonMambaCacheManager), ( + "CppMambaCacheManager is not supported with Python transceiver, please set TRTLLM_USE_CPP_MAMBA=0" + ) + layer_num += len(self._kv_cache_manager._impl.mamba_layer_offsets) + layer_num_per_pp = cast(list, getattr(self._dist, "pp_allgather")(layer_num)) self._transfer_worker.populate_instance_and_rank_info( endpoints=endpoints, layer_num_per_pp=layer_num_per_pp ) @@ -161,6 +170,10 @@ def _create_kv_slice(self, req: LlmRequest) -> KVSlice: groups = [] assert self._page_table is not None for idx, lg in enumerate(self._page_table.layer_groups): + if isinstance(lg, MambaLayerGroup): + # Mamba layer groups have no KV cache blocks; skip. + groups.append(np.array([], dtype=np.int64)) + continue block_ids = self._get_block_ids(req, idx, lg) # Filter to only window-relevant blocks for sliding window layer groups. @@ -183,7 +196,15 @@ def _create_kv_slice(self, req: LlmRequest) -> KVSlice: groups.append(block_ids) - return KVSlice(is_last_slice=True, block_ids_per_layer_groups=groups) + mamba_state_index = None + if isinstance(self._kv_cache_manager, MambaHybridCacheManager): + mamba_state_index = self._kv_cache_manager.mamba_cache_index[req.py_request_id] + + return KVSlice( + is_last_slice=True, + block_ids_per_layer_groups=groups, + mamba_state_index=mamba_state_index, + ) @staticmethod def _need_aux_transfer(req: LlmRequest) -> bool: diff --git a/tensorrt_llm/_torch/modules/mamba/gdn_mixer.py b/tensorrt_llm/_torch/modules/mamba/gdn_mixer.py index 2f62d40befdf..214004ce704d 100644 --- a/tensorrt_llm/_torch/modules/mamba/gdn_mixer.py +++ b/tensorrt_llm/_torch/modules/mamba/gdn_mixer.py @@ -737,16 +737,12 @@ def forward( num_decode_tokens = attn_metadata.num_tokens - num_prefill_tokens batch_split_size = [num_prefills, num_decodes] has_initial_states = mamba_metadata.has_initial_states - + state_indices = mamba_metadata.state_indices[: num_prefills + num_decodes] if use_cpp_mamba_cache_manager(): - state_indices = mamba_metadata.state_indices[: num_prefills + num_decodes] conv_states = attn_metadata.kv_cache_manager.get_conv_states(self.layer_idx) ssm_states = attn_metadata.kv_cache_manager.get_ssm_states(self.layer_idx) layer_cache = None else: - state_indices = attn_metadata.kv_cache_manager.get_state_indices()[ - : num_prefills + num_decodes - ] layer_cache = attn_metadata.kv_cache_manager.mamba_layer_cache(self.layer_idx) conv_states = layer_cache.conv ssm_states = layer_cache.temporal diff --git a/tensorrt_llm/_torch/modules/mamba/mamba2_metadata.py b/tensorrt_llm/_torch/modules/mamba/mamba2_metadata.py index 1366ba4a408a..e07a6e5cbb7a 100644 --- a/tensorrt_llm/_torch/modules/mamba/mamba2_metadata.py +++ b/tensorrt_llm/_torch/modules/mamba/mamba2_metadata.py @@ -23,8 +23,6 @@ from tensorrt_llm._torch.attention_backend.interface import AttentionMetadata from tensorrt_llm._torch.pyexecutor.cuda_graph_runner import \ CUDA_GRAPH_DUMMY_REQUEST_ID -from tensorrt_llm._torch.pyexecutor.mamba_cache_manager import \ - use_cpp_mamba_cache_manager from tensorrt_llm._utils import prefer_pinned @@ -225,18 +223,17 @@ def prepare(self, attn_metadata: AttentionMetadata): if (kv_cache_manager is not None and hasattr(kv_cache_manager, 'get_state_indices') and request_ids is not None): - if use_cpp_mamba_cache_manager(): - batch_request_ids = request_ids[:batch_size] - is_padding = [ - req_id == CUDA_GRAPH_DUMMY_REQUEST_ID - for req_id in batch_request_ids - ] - indices = kv_cache_manager.get_state_indices( - batch_request_ids, is_padding) - for i, idx in enumerate(indices): - self.state_indices_cpu[i] = idx - self.state_indices[:batch_size].copy_( - self.state_indices_cpu[:batch_size], non_blocking=True) + batch_request_ids = request_ids[:batch_size] + is_padding = [ + req_id == CUDA_GRAPH_DUMMY_REQUEST_ID + for req_id in batch_request_ids + ] + indices = kv_cache_manager.get_state_indices( + batch_request_ids, is_padding) + for i, idx in enumerate(indices): + self.state_indices_cpu[i] = idx + self.state_indices[:batch_size].copy_( + self.state_indices_cpu[:batch_size], non_blocking=True) if num_contexts > 0: torch.cumsum(context_lens, diff --git a/tensorrt_llm/_torch/modules/mamba/mamba2_mixer.py b/tensorrt_llm/_torch/modules/mamba/mamba2_mixer.py index bd6f359f972f..3cbd88f43371 100644 --- a/tensorrt_llm/_torch/modules/mamba/mamba2_mixer.py +++ b/tensorrt_llm/_torch/modules/mamba/mamba2_mixer.py @@ -264,17 +264,15 @@ def forward( seqlen_split_size = [num_prefill_tokens, num_decode_tokens] batch_split_size = [num_prefills, num_decodes] + state_indices = mamba_metadata.state_indices[:num_prefills + + num_decodes] if use_cpp_mamba_cache_manager(): - state_indices = mamba_metadata.state_indices[:num_prefills + - num_decodes] conv_states = attn_metadata.kv_cache_manager.get_conv_states( self.layer_idx) ssm_states = attn_metadata.kv_cache_manager.get_ssm_states( self.layer_idx) layer_cache = None # Not used in C++ path else: - state_indices = attn_metadata.kv_cache_manager.get_state_indices( - )[:num_prefills + num_decodes] layer_cache = attn_metadata.kv_cache_manager.mamba_layer_cache( self.layer_idx) conv_states = layer_cache.conv diff --git a/tensorrt_llm/_torch/pyexecutor/cuda_graph_runner.py b/tensorrt_llm/_torch/pyexecutor/cuda_graph_runner.py index 93d208833479..69d7a9af59a2 100644 --- a/tensorrt_llm/_torch/pyexecutor/cuda_graph_runner.py +++ b/tensorrt_llm/_torch/pyexecutor/cuda_graph_runner.py @@ -19,7 +19,6 @@ from ..speculative.utils import get_draft_kv_cache_manager from ..utils import make_weak_ref, piecewise_cuda_graph from .llm_request import get_draft_token_length -from .mamba_cache_manager import MambaCacheManager, use_cpp_mamba_cache_manager from .resource_manager import (BaseResourceManager, ResourceManager, ResourceManagerType) from .sampler import SampleStateTensors @@ -478,11 +477,6 @@ def _get_padded_batch(self, batch: ScheduledRequests, spec_res_mgr.add_dummy_requests([dummy_request_id]) self.padding_dummy_requests[runtime_draft_len] = dummy_request - if (isinstance(kv_cache_manager, MambaCacheManager) - and not use_cpp_mamba_cache_manager()): - kv_cache_manager.reorder_state_indices_when_padding_requests( - batch_size, padding_size) - padding_dummy_request = self.padding_dummy_requests[runtime_draft_len] batch.generation_requests.extend([padding_dummy_request] * padding_size) return padding_size diff --git a/tensorrt_llm/_torch/pyexecutor/mamba_cache_manager.py b/tensorrt_llm/_torch/pyexecutor/mamba_cache_manager.py index 20e58cd1b20b..94a317b54bbf 100644 --- a/tensorrt_llm/_torch/pyexecutor/mamba_cache_manager.py +++ b/tensorrt_llm/_torch/pyexecutor/mamba_cache_manager.py @@ -218,9 +218,14 @@ def __init__( assert conv_dim % tp_size == 0, "conv_dim must be divisible by tp_size" # partition conv_dim and nheads + d_inner_local = d_inner // tp_size + ng_ds_local = n_groups * d_state // tp_size conv_dim = conv_dim // tp_size nheads = nheads // tp_size + # Per-section dims for conv_state: [x | B | C] + self.conv_section_dims = [d_inner_local, ng_ds_local, ng_ds_local] + # conv and ssm states device device = torch.device("cuda") @@ -336,7 +341,7 @@ def _prepare_mamba_cache_blocks(self, request_ids: List[int]): # cache miss else: if len(self.mamba_cache_free_blocks) == 0: - raise Exception("run out of mamba cache blocks") + raise RuntimeError("run out of mamba cache blocks") block = self.mamba_cache_free_blocks.pop() self.mamba_cache_index[r] = block self.state_indices_list.append(block) @@ -346,38 +351,6 @@ def _prepare_mamba_cache_blocks(self, request_ids: List[int]): pin_memory=prefer_pinned()), non_blocking=True) - # When there exists padded requests, the state indices should not be repeated. - def reorder_state_indices_when_padding_requests(self, request_size, - padding_size): - if padding_size == 0: - return - - assert request_size + padding_size <= self.state_indices.numel( - ), "Padding requests run out of available mamba cache blocks" - # we can use mamba_cache_free_blocks for padding_requests - if padding_size <= len(self.mamba_cache_free_blocks): - self.state_indices[request_size:request_size + - padding_size] = torch.tensor( - self.mamba_cache_free_blocks[:padding_size], - dtype=self.state_indices.dtype, - pin_memory=prefer_pinned()).to( - self.state_indices.device, - non_blocking=True) - # But just finished requests won't free their used resources immediately - # In explicit, the running order is self.scheduler.schedule_request, self._forward_step() and self._process_previous_batch() in the PyExecutor. - # In this way, the current forward step will remove finished requests but will not remove mamba_cache immediately. - else: - all_mamba_cache_indices = set(range(self.state_indices.numel())) - allocated_indices = set(self.state_indices_list) - free_indices = list(all_mamba_cache_indices - allocated_indices) - self.state_indices[request_size:request_size + - padding_size] = torch.tensor( - free_indices[:padding_size], - dtype=self.state_indices.dtype, - pin_memory=prefer_pinned()).to( - self.state_indices.device, - non_blocking=True) - def prepare_resources(self, scheduled_batch: ScheduledRequests): context_ids = [ i.py_request_id for i in scheduled_batch.context_requests @@ -388,16 +361,50 @@ def prepare_resources(self, scheduled_batch: ScheduledRequests): request_ids = context_ids + generation_ids self._prepare_mamba_cache_blocks(request_ids) + def add_dummy_requests(self, request_ids: List[int], **kwargs): + from .cuda_graph_runner import CUDA_GRAPH_DUMMY_REQUEST_ID + request_ids = [ + rid for rid in request_ids if rid != CUDA_GRAPH_DUMMY_REQUEST_ID + ] + if request_ids: + for r in request_ids: + if r not in self.mamba_cache_index: + if len(self.mamba_cache_free_blocks) == 0: + raise RuntimeError("run out of mamba cache blocks") + block = self.mamba_cache_free_blocks.pop() + self.mamba_cache_index[r] = block + def free_resources(self, request: LlmRequest): request_id = request.py_request_id if request_id in self.mamba_cache_index: block = self.mamba_cache_index.pop(request_id) self.mamba_cache_free_blocks.append(block) - def get_state_indices(self, - request_ids: List[int] = None, - is_padding: List[bool] = None) -> torch.Tensor: - return self.state_indices + def get_state_indices(self, request_ids: List[int], + is_padding: List[bool]) -> List[int]: + assert len(request_ids) == len(is_padding), ( + "request_ids and is_padding must have the same size") + + used_slots = { + self.mamba_cache_index[req_id] + for req_id, pad in zip(request_ids, is_padding) if not pad + } + available_slots = iter( + sorted(set(range(self.state_indices.numel())) - used_slots)) + + def slot_for(req_id: int, pad: bool): + if pad: + try: + return next(available_slots) + except StopIteration: + raise RuntimeError( + "Run out of available slots for padding") from None + return self.mamba_cache_index[req_id] + + result = [ + slot_for(rid, pad) for rid, pad in zip(request_ids, is_padding) + ] + return result def get_conv_states(self, layer_idx: int) -> torch.Tensor: layer_offset = self.mamba_layer_offsets[layer_idx] @@ -553,8 +560,7 @@ def free_resources(self, request: LlmRequest): self._impl.free_resources(request) def add_dummy_requests(self, request_ids: List[int], **kwargs): - if self._use_cpp: - self._impl.add_dummy_requests(request_ids, **kwargs) + self._impl.add_dummy_requests(request_ids, **kwargs) def get_state_indices( self, @@ -563,12 +569,6 @@ def get_state_indices( ) -> Union[torch.Tensor, List[int]]: return self._impl.get_state_indices(request_ids, is_padding) - def reorder_state_indices_when_padding_requests(self, request_size: int, - padding_size: int): - assert not self._use_cpp, "reorder_state_indices_when_padding_requests is not supported in CppMambaCacheManager" - self._impl.reorder_state_indices_when_padding_requests( - request_size, padding_size) - @property def mamba_cache_free_blocks(self) -> List[int]: assert not self._use_cpp, "mamba_cache_free_blocks is not supported in CppMambaCacheManager" diff --git a/tensorrt_llm/_torch/pyexecutor/py_executor_creator.py b/tensorrt_llm/_torch/pyexecutor/py_executor_creator.py index 78d39cb45f89..e0aa739d8697 100644 --- a/tensorrt_llm/_torch/pyexecutor/py_executor_creator.py +++ b/tensorrt_llm/_torch/pyexecutor/py_executor_creator.py @@ -714,13 +714,22 @@ def drafting_loop_wrapper(model): if model_engine.model.model_config.is_generation: #NOTE: non-generation models do not have kv cache - # Disagg for hybrid models is currently only supported with C++ RnnStateManager + # Use C++ MambaCacheManager by default for Disaggregated serving with hybrid model. config = model_engine.model.model_config.pretrained_config - if cache_transceiver_config is not None and cache_transceiver_config.backend is not None: - if is_nemotron_hybrid(config) or is_qwen3_hybrid(config): + + is_disagg = (cache_transceiver_config is not None + and cache_transceiver_config.backend is not None) + is_hybrid = is_nemotron_hybrid(config) or is_qwen3_hybrid(config) + + if is_disagg and is_hybrid: + if cache_transceiver_config.transceiver_runtime != "PYTHON" or os.environ.get( + "TRTLLM_USE_CPP_MAMBA") == "1": + logger.info("Disaggregated serving with hybrid model detected. " + "Enabling C++ MambaCacheManager.") + os.environ["TRTLLM_USE_CPP_MAMBA"] = "1" + else: logger.info("Disaggregated serving with hybrid model detected. " - "Enabling C++ MambaCacheManager automatically.") - os.environ['TRTLLM_USE_CPP_MAMBA'] = '1' + "Enabling Python MambaCacheManager.") # Get draft config for one-engine speculative decoding if available draft_config = getattr(model_engine.model, 'draft_config', None) diff --git a/tests/integration/defs/accuracy/test_disaggregated_serving.py b/tests/integration/defs/accuracy/test_disaggregated_serving.py index 2d597120b787..4b69419e5909 100644 --- a/tests/integration/defs/accuracy/test_disaggregated_serving.py +++ b/tests/integration/defs/accuracy/test_disaggregated_serving.py @@ -1807,14 +1807,23 @@ class TestNemotron3Super120B(LlmapiAccuracyTestHarness): MODEL_NAME = "nvidia/Nemotron-Super-V3" MODEL_PATH = f"{llm_models_root()}/NVIDIA-Nemotron-3-Super-120B-A12B-FP8" - def _make_configs(self, backend: str): + def _make_configs(self, backend: str, use_python_runtime: bool = False): + if use_python_runtime: + cache_transceiver_config = { + "backend": "NIXL", + "max_tokens_in_buffer": 8192, + "transceiver_runtime": "PYTHON", + } + else: + cache_transceiver_config = { + "backend": backend, + "max_tokens_in_buffer": 8192, + } + ctx_server_config = { "max_batch_size": 32, "disable_overlap_scheduler": True, - "cache_transceiver_config": { - "backend": backend, - "max_tokens_in_buffer": 8192, - }, + "cache_transceiver_config": cache_transceiver_config, "tensor_parallel_size": 4, "moe_expert_parallel_size": 4, "kv_cache_config": { @@ -1830,10 +1839,7 @@ def _make_configs(self, backend: str): gen_server_config = { "max_batch_size": 32, "disable_overlap_scheduler": False, - "cache_transceiver_config": { - "backend": backend, - "max_tokens_in_buffer": 8192, - }, + "cache_transceiver_config": cache_transceiver_config, "tensor_parallel_size": 2, "moe_expert_parallel_size": 2, "pipeline_parallel_size": 2, @@ -1879,3 +1885,17 @@ def test_nixl_backend(self): with launch_disaggregated_llm(disagg_cfg, ctx_cfg, gen_cfg, self.MODEL_PATH) as llm: run_accuracy_test(llm, self.MODEL_NAME, ["GSM8K"]) + + @pytest.mark.skip_less_device(8) + def test_ctx_dp2_gen_tp4(self): + ctx_cfg, gen_cfg, disagg_cfg = self._make_configs( + "NIXL", use_python_runtime=True) + ctx_cfg["tensor_parallel_size"] = 2 + ctx_cfg["moe_expert_parallel_size"] = 2 + ctx_cfg["enable_attention_dp"] = True + gen_cfg["tensor_parallel_size"] = 4 + gen_cfg["moe_expert_parallel_size"] = 4 + gen_cfg["pipeline_parallel_size"] = 1 + with launch_disaggregated_llm(disagg_cfg, ctx_cfg, gen_cfg, + self.MODEL_PATH) as llm: + run_accuracy_test(llm, self.MODEL_NAME, ["GSM8K"]) diff --git a/tests/integration/test_lists/test-db/l0_a10.yml b/tests/integration/test_lists/test-db/l0_a10.yml index 9d51c606eb39..35eda8f0e2a7 100644 --- a/tests/integration/test_lists/test-db/l0_a10.yml +++ b/tests/integration/test_lists/test-db/l0_a10.yml @@ -46,6 +46,7 @@ l0_a10: - unittest/disaggregated/test_extractor.py - unittest/disaggregated/test_peer.py - unittest/disaggregated/region/test_block.py + - unittest/disaggregated/test_mamba_transfer.py - disaggregated/test_disaggregated.py::test_disaggregated_single_gpu[TinyLlama-1.1B-Chat-v1.0] - disaggregated/test_disaggregated.py::test_disaggregated_single_gpu_trt_backend[TinyLlama-1.1B-Chat-v1.0] - disaggregated/test_disaggregated.py::test_disaggregated_cuda_graph[TinyLlama-1.1B-Chat-v1.0] diff --git a/tests/unittest/disaggregated/test_extractor.py b/tests/unittest/disaggregated/test_extractor.py index 493ae440e4dc..3d14d62bc870 100644 --- a/tests/unittest/disaggregated/test_extractor.py +++ b/tests/unittest/disaggregated/test_extractor.py @@ -203,8 +203,8 @@ def test_layer_group_meta_serialization(): from tensorrt_llm._torch.disaggregation.base.region import DataRole from tensorrt_llm._torch.disaggregation.resource.page import ( BUFFER_ENTRY_DTYPE, + AttentionLayerGroup, KVCachePageTable, - LayerGroup, LocalLayer, PhysicalPool, PhysicalPoolGroup, @@ -221,7 +221,7 @@ def test_layer_group_meta_serialization(): LocalLayer(local_layer_id=0, global_layer_id=0), LocalLayer(local_layer_id=1, global_layer_id=1), ] - lg = LayerGroup( + lg = AttentionLayerGroup( pool_group_idx=0, kv_head_num_per_rank=4, sliding_window_size=512, @@ -236,7 +236,108 @@ def test_layer_group_meta_serialization(): d = page_table.to_dict() restored = KVCachePageTable.from_dict(d) restored_lg = restored.layer_groups[0] + assert isinstance(restored.layer_groups[0], AttentionLayerGroup) assert restored_lg.sliding_window_size == 512 assert restored_lg.kv_head_num_per_rank == 4 assert len(restored_lg.local_layers) == 2 assert len(restored_lg.pool_views[0].buffer_entries) == 2 + + +def test_mamba_layer_group_serialization(): + from tensorrt_llm._torch.disaggregation.resource.page import MambaLayerGroup, PhysicalPool + + conv_pool = PhysicalPool(base_address=1000, slot_bytes=128, num_slots=10) + ssm_pool = PhysicalPool(base_address=8000, slot_bytes=256, num_slots=8) + mlg = MambaLayerGroup( + pool_group_idx=1, + mamba_layer_offsets={10: 0, 11: 1, 12: 2}, + conv_states=conv_pool, + ssm_states=ssm_pool, + conv_section_bytes=[512, 256, 256], + ssm_bytes_per_head=128, + ) + + d = mlg.to_dict() + assert d["mamba_layer_offsets"] == {10: 0, 11: 1, 12: 2} + assert d["conv_section_bytes"] == [512, 256, 256] + + from tensorrt_llm._torch.disaggregation.resource.page import LayerGroup + + restored = LayerGroup.from_dict(d) + assert isinstance(restored, MambaLayerGroup) + assert restored.mamba_layer_offsets == {10: 0, 11: 1, 12: 2} + assert restored.conv_states.base_address == 1000 + assert restored.conv_states.slot_bytes == 128 + assert restored.conv_states.num_slots == 10 + assert restored.ssm_states.base_address == 8000 + assert restored.ssm_states.slot_bytes == 256 + assert restored.ssm_states.num_slots == 8 + assert restored.conv_section_bytes == [512, 256, 256] + assert restored.ssm_bytes_per_head == 128 + + +def test_mixed_page_table_serialization(): + import numpy as np + + from tensorrt_llm._torch.disaggregation.base.region import DataRole + from tensorrt_llm._torch.disaggregation.resource.page import ( + BUFFER_ENTRY_DTYPE, + AttentionLayerGroup, + KVCachePageTable, + LocalLayer, + MambaLayerGroup, + PhysicalPool, + PhysicalPoolGroup, + PoolView, + ) + + # Attention layer group + entries = np.array( + [(0, int(DataRole.KEY), 0, 256), (0, int(DataRole.VALUE), 256, 256)], + dtype=BUFFER_ENTRY_DTYPE, + ) + attn_lg = AttentionLayerGroup( + pool_group_idx=0, + kv_head_num_per_rank=4, + local_layers=[LocalLayer(0, 0)], + pool_views=[PoolView(pool_idx=0, buffer_entries=entries)], + ) + + # Mamba layer group + mamba_lg = MambaLayerGroup( + pool_group_idx=1, + mamba_layer_offsets={1: 0, 2: 1}, + conv_states=PhysicalPool(base_address=5000, slot_bytes=1024, num_slots=4), + ssm_states=PhysicalPool(base_address=9000, slot_bytes=2048, num_slots=4), + conv_section_bytes=[256, 128, 128], + ssm_bytes_per_head=64, + ) + + page_table = KVCachePageTable( + tokens_per_block=16, + layer_groups=[attn_lg, mamba_lg], + pool_groups=[PhysicalPoolGroup(pools=[PhysicalPool(1000, 512, 10)])], + ) + + d = page_table.to_dict() + restored = KVCachePageTable.from_dict(d) + + assert len(restored.layer_groups) == 2 + assert isinstance(restored.layer_groups[0], AttentionLayerGroup) + assert isinstance(restored.layer_groups[1], MambaLayerGroup) + assert restored.layer_groups[0].kv_head_num_per_rank == 4 + assert restored.layer_groups[1].mamba_layer_offsets == {1: 0, 2: 1} + + # Verify utils work correctly with mixed page table + from tensorrt_llm._torch.disaggregation.resource.utils import ( + get_layer_to_layer_group, + get_num_layer_groups, + get_num_layers, + ) + + assert get_num_layer_groups(restored) == 2 + # get_num_layers counts only attention layers + assert get_num_layers(restored) == 1 + # get_layer_to_layer_group maps only attention layers + layer_map = get_layer_to_layer_group(restored) + assert layer_map == {0: 0} diff --git a/tests/unittest/disaggregated/test_mamba_transfer.py b/tests/unittest/disaggregated/test_mamba_transfer.py new file mode 100644 index 000000000000..f637b0e6f146 --- /dev/null +++ b/tests/unittest/disaggregated/test_mamba_transfer.py @@ -0,0 +1,466 @@ +# SPDX-FileCopyrightText: Copyright (c) 2022-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import threading +import uuid +from typing import Dict, List + +import pytest +import torch + +import tensorrt_llm +import tensorrt_llm.bindings +import tensorrt_llm.tensorrt_llm_transfer_agent_binding # noqa: F401 +from tensorrt_llm import DisaggregatedParams, Mapping, SamplingParams +from tensorrt_llm._torch.disaggregation.transceiver import KvCacheTransceiverV2 +from tensorrt_llm._torch.pyexecutor.llm_request import LlmRequest, LlmRequestType +from tensorrt_llm._torch.pyexecutor.mamba_cache_manager import MambaHybridCacheManager +from tensorrt_llm._torch.pyexecutor.scheduler import ScheduledRequests +from tensorrt_llm.bindings import DataType +from tensorrt_llm.bindings.internal.batch_manager import CacheType as CacheTypeCpp +from tensorrt_llm.llmapi.llm_args import CacheTransceiverConfig, KvCacheConfig + +# --------------------------------------------------------------------------- +# Mamba parameters (under test) +# --------------------------------------------------------------------------- +NUM_MAMBA_LAYERS = 4 +MAMBA_D_STATE = 16 +MAMBA_D_CONV = 4 +MAMBA_NUM_HEADS = 4 +MAMBA_N_GROUPS = 1 +MAMBA_HEAD_DIM = 64 +MAX_BATCH_SIZE = 4 +REQUEST_LENGTHS = [16, 32] + +# Internal: layer 0 is a dummy attention layer required by page table infra; +# layers 1..NUM_MAMBA_LAYERS are mamba (under test). +_NUM_TOTAL_LAYERS = NUM_MAMBA_LAYERS + 1 +_MAMBA_MASK = [False] + [True] * NUM_MAMBA_LAYERS +_ATTN_MASK = [True] + [False] * NUM_MAMBA_LAYERS + + +# --------------------------------------------------------------------------- +# ThreadSafeDistributed: barrier-based mock for single-process testing (PP=1) +# --------------------------------------------------------------------------- +class ThreadSafeDistributed: + def __init__(self, rank, tp_size, shared): + self.rank = rank + self._world_size = tp_size + self._tp_size = tp_size + self._tp_rank = rank + self._s = shared + self._bcast_idx = 0 + self._ag_idx = 0 + self._pp_ag_idx = 0 + self._tp_ag_idx = 0 + + @property + def tp_size(self): + return self._tp_size + + @property + def pp_size(self): + return 1 + + @property + def world_size(self): + return self._world_size + + def broadcast(self, obj, root=0): + idx = self._bcast_idx + self._bcast_idx += 1 + key = f"bcast_{idx}" + if self.rank == root: + self._s[key] = obj + self._s["barrier"].wait() + result = self._s[key] + self._s["barrier"].wait() + return result + + def allgather(self, obj): + idx = self._ag_idx + self._ag_idx += 1 + key = f"ag_{idx}" + with self._s["lock"]: + if key not in self._s: + self._s[key] = [None] * self._world_size + self._s[key][self.rank] = obj + self._s["barrier"].wait() + result = list(self._s[key]) + self._s["barrier"].wait() + return result + + def pp_allgather(self, obj): + idx = self._pp_ag_idx + self._pp_ag_idx += 1 + key = f"pp_ag_{idx}_tp{self._tp_rank}" + with self._s["lock"]: + if key not in self._s: + self._s[key] = [None] + self._s[key][0] = obj + self._s["barrier"].wait() + result = list(self._s[key]) + self._s["barrier"].wait() + return result + + def tp_allgather(self, obj): + idx = self._tp_ag_idx + self._tp_ag_idx += 1 + key = f"tp_ag_{idx}_pp0" + with self._s["lock"]: + if key not in self._s: + self._s[key] = [None] * self._tp_size + self._s[key][self._tp_rank] = obj + self._s["barrier"].wait() + result = list(self._s[key]) + self._s["barrier"].wait() + return result + + +# --------------------------------------------------------------------------- +# Infrastructure helpers +# --------------------------------------------------------------------------- +def _run_concurrent(items, fn): + errors = [None] * len(items) + + def _worker(idx, item): + try: + fn(item) + except Exception as e: + errors[idx] = e + + threads = [threading.Thread(target=_worker, args=(i, it)) for i, it in enumerate(items)] + for t in threads: + t.start() + for t in threads: + t.join() + for err in errors: + if err is not None: + raise err + + +def _create_transceivers(tp, managers, config): + shared = {"barrier": threading.Barrier(tp), "lock": threading.Lock()} + results = [None] * tp + errors = [None] * tp + + def _init(rank): + try: + mapping = Mapping(world_size=tp, rank=rank, tp_size=tp, pp_size=1) + dist = ThreadSafeDistributed(rank, tp, shared) + results[rank] = KvCacheTransceiverV2( + mapping=mapping, + dist=dist, + kv_cache_manager=managers[rank], + cache_transceiver_config=config, + ) + except Exception as e: + errors[rank] = e + + threads = [threading.Thread(target=_init, args=(r,)) for r in range(tp)] + for t in threads: + t.start() + for t in threads: + t.join() + for err in errors: + if err is not None: + raise err + return results + + +def _create_managers(tp): + """Create MambaHybridCacheManagers for all TP ranks (PP=1). + + Layer 0 is a dummy attention layer required by page table infrastructure. + Layers 1..NUM_MAMBA_LAYERS are mamba layers under test. + """ + managers = [] + for rank in range(tp): + mapping = Mapping(world_size=tp, rank=rank, tp_size=tp, pp_size=1) + mgr = MambaHybridCacheManager( + mamba_d_state=MAMBA_D_STATE, + mamba_d_conv=MAMBA_D_CONV, + mamba_num_heads=MAMBA_NUM_HEADS, + mamba_n_groups=MAMBA_N_GROUPS, + mamba_head_dim=MAMBA_HEAD_DIM, + mamba_num_layers=NUM_MAMBA_LAYERS, + mamba_layer_mask=_MAMBA_MASK, + mamba_cache_dtype=torch.float32, + mamba_ssm_cache_dtype=torch.float32, + # dummy attention layer (page table scaffolding) + kv_cache_config=KvCacheConfig( + max_tokens=256 * MAX_BATCH_SIZE, + enable_block_reuse=False, + event_buffer_max_size=0, + ), + kv_cache_type=CacheTypeCpp.SELF, + num_layers=1, + layer_mask=_ATTN_MASK, + num_kv_heads=4, + head_dim=64, + tokens_per_block=8, + max_seq_len=256, + max_batch_size=MAX_BATCH_SIZE, + mapping=mapping, + dtype=DataType.FLOAT, + ) + managers.append(mgr) + return managers + + +# --------------------------------------------------------------------------- +# Ground truth: generate, shard, write, compute expected, read actual +# --------------------------------------------------------------------------- +def _full_conv_section_dims() -> List[int]: + """Full (unsharded) first-dim sizes: [x(d_inner) | B(ng*ds) | C(ng*ds)].""" + d_inner = MAMBA_HEAD_DIM * MAMBA_NUM_HEADS + ng_ds = MAMBA_N_GROUPS * MAMBA_D_STATE + return [d_inner, ng_ds, ng_ds] + + +def _generate_ground_truth(num_requests: int, seed: int = 12345): + """Generate full unsharded mamba states per (request, mamba_layer). + + Returns: [{global_layer_idx: {"conv": Tensor, "ssm": Tensor}}, ...] + """ + gen = torch.Generator(device="cpu").manual_seed(seed) + full_conv_dim = sum(_full_conv_section_dims()) + results = [] + for _ in range(num_requests): + layers = {} + for i, is_mamba in enumerate(_MAMBA_MASK): + if not is_mamba: + continue + layers[i] = { + "conv": torch.rand( + full_conv_dim, MAMBA_D_CONV - 1, generator=gen, dtype=torch.float32 + ), + "ssm": torch.rand( + MAMBA_NUM_HEADS, + MAMBA_HEAD_DIM, + MAMBA_D_STATE, + generator=gen, + dtype=torch.float32, + ), + } + results.append(layers) + return results + + +def _shard_ssm(full_ssm: torch.Tensor, tp: int, tp_rank: int) -> torch.Tensor: + """Shard SSM along nheads (dim 0).""" + n = full_ssm.shape[0] // tp + return full_ssm[tp_rank * n : (tp_rank + 1) * n].clone() + + +def _shard_conv(full_conv: torch.Tensor, tp: int, tp_rank: int) -> torch.Tensor: + """Shard conv per-section along dim 0: [x | B | C] each independently.""" + parts = [] + offset = 0 + for sec_dim in _full_conv_section_dims(): + n = sec_dim // tp + parts.append(full_conv[offset + tp_rank * n : offset + (tp_rank + 1) * n]) + offset += sec_dim + return torch.cat(parts, dim=0).clone() + + +def _write_ground_truth_to_ctx(managers, tp, ground_truth, request_ids): + """Write sharded ground truth into ctx managers' allocated mamba slots.""" + for rank, mgr in enumerate(managers): + for req_idx, rid in enumerate(request_ids): + slot = mgr.mamba_cache_index[rid] + for layer_idx in mgr._impl.mamba_layer_offsets: + full = ground_truth[req_idx][layer_idx] + mgr.get_ssm_states(layer_idx)[slot] = _shard_ssm(full["ssm"], tp, rank) + mgr.get_conv_states(layer_idx)[slot] = _shard_conv(full["conv"], tp, rank) + + +def _compute_expected(ground_truth, gen_managers, gen_tp, gen_request_ids) -> Dict: + """Compute expected mamba states BEFORE transfer. + + Returns: {(gen_rank, req_idx, layer_idx): {"conv": Tensor, "ssm": Tensor}} + """ + expected = {} + for gen_rank, mgr in enumerate(gen_managers): + for req_idx in range(len(gen_request_ids)): + for layer_idx in mgr._impl.mamba_layer_offsets: + full = ground_truth[req_idx][layer_idx] + expected[(gen_rank, req_idx, layer_idx)] = { + "ssm": _shard_ssm(full["ssm"], gen_tp, gen_rank), + "conv": _shard_conv(full["conv"], gen_tp, gen_rank), + } + return expected + + +def _read_actual(gen_managers, gen_request_ids) -> Dict: + """Read actual mamba states AFTER transfer. + + Returns: {(gen_rank, req_idx, layer_idx): {"conv": Tensor, "ssm": Tensor}} + """ + actual = {} + for gen_rank, mgr in enumerate(gen_managers): + for req_idx, rid in enumerate(gen_request_ids): + slot = mgr.mamba_cache_index[rid] + for layer_idx in mgr._impl.mamba_layer_offsets: + actual[(gen_rank, req_idx, layer_idx)] = { + "conv": mgr.get_conv_states(layer_idx)[slot].cpu().clone(), + "ssm": mgr.get_ssm_states(layer_idx)[slot].cpu().clone(), + } + return actual + + +# --------------------------------------------------------------------------- +# Main test logic +# --------------------------------------------------------------------------- +def run_mamba_transfer_test(ctx_tp: int, gen_tp: int): + """Test mamba transfer: ctx_tp -> gen_tp (PP=1, no DP).""" + # -- 1. Create managers, zero mamba caches -- + ctx_mgrs = _create_managers(ctx_tp) + gen_mgrs = _create_managers(gen_tp) + for mgr in ctx_mgrs + gen_mgrs: + mgr._impl.mamba_cache.conv.zero_() + mgr._impl.mamba_cache.temporal.zero_() + + # -- 2. Create transceivers -- + config = CacheTransceiverConfig( + backend="NIXL", + transceiver_runtime="PYTHON", + max_tokens_in_buffer=512, + ) + ctx_tcs = _create_transceivers(ctx_tp, ctx_mgrs, config) + gen_tcs = _create_transceivers(gen_tp, gen_mgrs, config) + ctx_endpoint = ctx_tcs[0]._context_info_endpoint + + # -- 3. Create requests -- + sampling_params = SamplingParams() + ctx_rids, gen_rids = [], [] + ctx_reqs, gen_reqs = [], [] + + for req_idx, req_len in enumerate(REQUEST_LENGTHS): + unique_rid = uuid.uuid4().int & 0x7FFFFFFFFFFFFFFF + ctx_rid, gen_rid = req_idx * 2, req_idx * 2 + 1 + ctx_rids.append(ctx_rid) + gen_rids.append(gen_rid) + + sc = tensorrt_llm.bindings.SamplingConfig(sampling_params._get_sampling_config()) + ctx_req = LlmRequest( + request_id=ctx_rid, + max_new_tokens=1, + input_tokens=list(range(req_len)), + sampling_config=sc, + is_streaming=False, + llm_request_type=LlmRequestType.LLMREQUEST_TYPE_CONTEXT_ONLY, + ) + ctx_req.py_disaggregated_params = DisaggregatedParams( + disagg_request_id=unique_rid, + ) + gen_req = LlmRequest( + request_id=gen_rid, + max_new_tokens=1, + input_tokens=list(range(req_len)), + sampling_config=sc, + is_streaming=False, + llm_request_type=LlmRequestType.LLMREQUEST_TYPE_GENERATION_ONLY, + ) + gen_req.py_disaggregated_params = DisaggregatedParams( + ctx_request_id=ctx_rid, + ctx_dp_rank=0, + ctx_info_endpoint=ctx_endpoint, + disagg_request_id=unique_rid, + ) + ctx_reqs.append(ctx_req) + gen_reqs.append(gen_req) + + # -- 4. Allocate slots -- + ctx_batch = ScheduledRequests() + ctx_batch.reset_context_requests(ctx_reqs) + for mgr in ctx_mgrs: + mgr.prepare_resources(ctx_batch) + + gen_batch = ScheduledRequests() + gen_batch.reset_context_requests(gen_reqs) + for mgr in gen_mgrs: + mgr.prepare_resources(gen_batch) + + for req in ctx_reqs + gen_reqs: + req.context_current_position = req.prompt_len + req.add_new_token(req.prompt_len, 0) + for mgr in ctx_mgrs: + mgr.update_resources(ctx_batch) + for mgr in gen_mgrs: + mgr.update_resources(gen_batch) + + # -- 5. Ground truth -> shard -> write to ctx -- + ground_truth = _generate_ground_truth(len(REQUEST_LENGTHS)) + _write_ground_truth_to_ctx(ctx_mgrs, ctx_tp, ground_truth, ctx_rids) + + # -- 6. Compute expected BEFORE transfer -- + expected = _compute_expected(ground_truth, gen_mgrs, gen_tp, gen_rids) + + # -- 7. Transfer -- + for rank in range(gen_tp): + for req in gen_reqs: + gen_tcs[rank].request_and_receive_async(req) + for rank in range(ctx_tp): + for req in ctx_reqs: + ctx_tcs[rank].respond_and_send_async(req) + + _run_concurrent( + ctx_tcs, + lambda tc: tc.check_context_transfer_status(None, mark_complete=True), + ) + _run_concurrent( + gen_tcs, + lambda tc: tc.check_gen_transfer_status(None), + ) + + # -- 8. Read actual AFTER transfer -- + actual = _read_actual(gen_mgrs, gen_rids) + + # -- 9. Compare -- + for key in sorted(expected.keys()): + gen_rank, req_idx, layer_idx = key + for name in ["ssm", "conv"]: + torch.testing.assert_close( + actual[key][name], + expected[key][name], + rtol=0, + atol=0, + msg=lambda m, n=name, r=gen_rank, ri=req_idx, li=layer_idx: ( + f"{n} mismatch: gen_rank={r} req={ri} layer={li} " + f"ctx_tp={ctx_tp} gen_tp={gen_tp}: {m}" + ), + ) + + # -- 10. Cleanup -- + for mgr in ctx_mgrs + gen_mgrs: + mgr.shutdown() + for tc in ctx_tcs + gen_tcs: + tc.shutdown() + + +# --------------------------------------------------------------------------- +# Test parametrization +# --------------------------------------------------------------------------- +@pytest.mark.timeout(180) +@pytest.mark.parametrize( + "ctx_tp,gen_tp", + [(4, 4), (2, 4), (4, 2)], + ids=["ctx_tp4_gen_tp4", "ctx_tp2_gen_tp4", "ctx_tp4_gen_tp2"], +) +def test_mamba_transfer(ctx_tp, gen_tp): + """Test mamba state transfer: ctx_tp -> gen_tp.""" + print(f"\nMamba transfer test: ctx_tp={ctx_tp} -> gen_tp={gen_tp}") + run_mamba_transfer_test(ctx_tp, gen_tp) + print("PASSED") diff --git a/tests/unittest/disaggregated/test_peer.py b/tests/unittest/disaggregated/test_peer.py index 9b783064e0e0..d7a9f9913f8b 100644 --- a/tests/unittest/disaggregated/test_peer.py +++ b/tests/unittest/disaggregated/test_peer.py @@ -13,9 +13,10 @@ from tensorrt_llm._torch.disaggregation.resource.kv_extractor import KVRegionExtractorV1 from tensorrt_llm._torch.disaggregation.resource.page import ( BUFFER_ENTRY_DTYPE, + AttentionLayerGroup, KVCachePageTable, - LayerGroup, LocalLayer, + MambaLayerGroup, PhysicalPool, PhysicalPoolGroup, PoolView, @@ -51,20 +52,26 @@ def make_page_table(pool_ptrs=None, block_bytes=None, global_layer_ids=None): for ptr, bs in zip(pool_ptrs, block_bytes) ] - layer_groups = [ - LayerGroup( - pool_group_idx=0, - kv_head_num_per_rank=2, - sliding_window_size=None, - local_layers=local_layers, - pool_views=pool_views, - ) - ] + attn_lg = AttentionLayerGroup( + pool_group_idx=0, + kv_head_num_per_rank=2, + sliding_window_size=None, + local_layers=local_layers, + pool_views=pool_views, + ) + mamba_lg = MambaLayerGroup( + pool_group_idx=1, + mamba_layer_offsets={100: 0, 101: 1}, + conv_states=PhysicalPool(base_address=0xA000, slot_bytes=2048, num_slots=128), + ssm_states=PhysicalPool(base_address=0xB000, slot_bytes=4096, num_slots=128), + conv_section_bytes=[512, 256, 256], + ssm_bytes_per_head=64, + ) pool_groups = [PhysicalPoolGroup(pools=physical_pools)] return KVCachePageTable( tokens_per_block=16, - layer_groups=layer_groups, + layer_groups=[attn_lg, mamba_lg], pool_groups=pool_groups, ) From 82c510251b68258af8a19a59e8c7359df7171a9b Mon Sep 17 00:00:00 2001 From: William Zhang <133824995+2ez4bz@users.noreply.github.com> Date: Fri, 3 Apr 2026 19:45:56 -0700 Subject: [PATCH 4/5] [TRTLLM-11523][feat] Handle different chat template types (#12336) * Why? Previously, the multimodal placeholder insertion was dictated by hardcoded exception lists, which add cognitive burden when onboarding new models, and did not account for the fact that different versions of the same model architecture could have different types of chat templates that require different handling. In addition, all placeholders were either added before or after the text, instead of possibly interleaved. * What? This commit addresses the above gaps by mimicking what is done in vLLM. To that end, it: 1. introduces content format detection based on Jinja AST inspection of the chat template. 2. preserves the interleaved positions of text and media items during message parsing. 3. dispatches to the appropriate logic based on the (possibly auto-detected) content format before applying the chat template: either the template handles multimodal content natively (OpenAI-style dicts), or expects plain strings with placeholders pre-inserted. 4. inserts the multimodal placeholders. Models can also explicitly declare their `content_format` during registration if they are only meant to support one. Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com> --- .../models/custom/modeling_nemotron_flash.py | 12 +- .../_torch/models/modeling_gemma3vl.py | 5 +- .../_torch/models/modeling_hyperclovax.py | 5 +- tensorrt_llm/_torch/models/modeling_llama.py | 5 +- .../_torch/models/modeling_llava_next.py | 20 +- .../_torch/models/modeling_mistral.py | 4 +- tensorrt_llm/_torch/models/modeling_phi4mm.py | 5 +- .../_torch/models/modeling_qwen2vl.py | 6 +- .../_torch/models/modeling_qwen3vl.py | 2 + .../_torch/models/modeling_qwen3vl_moe.py | 2 + tensorrt_llm/_torch/models/modeling_vila.py | 7 +- tensorrt_llm/evaluate/lm_eval.py | 19 +- tensorrt_llm/inputs/__init__.py | 3 + tensorrt_llm/inputs/content_format.py | 118 ++++++++ tensorrt_llm/inputs/registry.py | 35 ++- tensorrt_llm/inputs/utils.py | 273 +++++++++++++----- tensorrt_llm/serve/chat_utils.py | 76 ++++- .../integration/test_lists/test-db/l0_a10.yml | 2 + .../test_modeling_nemotron_nano_v2_vl.py | 8 +- .../inputs/test_chat_template_dispatch.py | 268 +++++++++++++++++ tests/unittest/inputs/test_content_format.py | 116 ++++++++ 21 files changed, 868 insertions(+), 123 deletions(-) create mode 100644 tensorrt_llm/inputs/content_format.py create mode 100644 tests/unittest/inputs/test_chat_template_dispatch.py create mode 100644 tests/unittest/inputs/test_content_format.py diff --git a/tensorrt_llm/_torch/auto_deploy/models/custom/modeling_nemotron_flash.py b/tensorrt_llm/_torch/auto_deploy/models/custom/modeling_nemotron_flash.py index 55c1090f5354..ca6f3def3cc3 100644 --- a/tensorrt_llm/_torch/auto_deploy/models/custom/modeling_nemotron_flash.py +++ b/tensorrt_llm/_torch/auto_deploy/models/custom/modeling_nemotron_flash.py @@ -14,7 +14,11 @@ from transformers.tokenization_utils_base import BatchEncoding from tensorrt_llm._torch.utils import ActivationType -from tensorrt_llm.inputs.utils import HF_CHAT_TEMPLATE_EXCEPTIONS +from tensorrt_llm.inputs.content_format import ContentFormat +from tensorrt_llm.inputs.registry import ( + MULTIMODAL_PLACEHOLDER_REGISTRY, + MultimodalPlaceholderMetadata, +) from ..nemotron_flash import NemotronFlashForCausalLMFactory @@ -1102,4 +1106,8 @@ def forward( NemotronFlashForCausalLMFactory.register_custom_model_cls( "NemotronFlashConfig", NemotronFlashForCausalLM ) -HF_CHAT_TEMPLATE_EXCEPTIONS.append("nemotron_flash") +# The custom tokenizer's chat template expects plain strings, not OpenAI-style content dicts. +MULTIMODAL_PLACEHOLDER_REGISTRY.set_placeholder_metadata( + "nemotron_flash", + MultimodalPlaceholderMetadata(content_format=ContentFormat.PASSTHROUGH), +) diff --git a/tensorrt_llm/_torch/models/modeling_gemma3vl.py b/tensorrt_llm/_torch/models/modeling_gemma3vl.py index 7f020e03b546..e9737023bc77 100644 --- a/tensorrt_llm/_torch/models/modeling_gemma3vl.py +++ b/tensorrt_llm/_torch/models/modeling_gemma3vl.py @@ -12,8 +12,8 @@ from ..._utils import nvtx_range from ...inputs import (BaseMultimodalDummyInputsBuilder, - BaseMultimodalInputProcessor, ExtraProcessedInputs, - MultimodalPlaceholderMetadata, + BaseMultimodalInputProcessor, ContentFormat, + ExtraProcessedInputs, MultimodalPlaceholderMetadata, MultimodalPlaceholderPlacement, TextPrompt, register_input_processor) from ...logger import logger @@ -180,6 +180,7 @@ def forward(self, vision_outputs: torch.Tensor): placeholder_metadata=MultimodalPlaceholderMetadata( placeholder_map={"image": ""}, placeholder_placement=MultimodalPlaceholderPlacement.BEFORE_TEXT, + content_format=ContentFormat.STRING, )) class Gemma3VLM(PreTrainedModel): diff --git a/tensorrt_llm/_torch/models/modeling_hyperclovax.py b/tensorrt_llm/_torch/models/modeling_hyperclovax.py index 04e6d9757405..26a103676ae1 100644 --- a/tensorrt_llm/_torch/models/modeling_hyperclovax.py +++ b/tensorrt_llm/_torch/models/modeling_hyperclovax.py @@ -16,8 +16,8 @@ from tensorrt_llm.inputs.multimodal import MultimodalParams from ...inputs import (BaseMultimodalDummyInputsBuilder, - BaseMultimodalInputProcessor, ExtraProcessedInputs, - MultimodalPlaceholderMetadata, + BaseMultimodalInputProcessor, ContentFormat, + ExtraProcessedInputs, MultimodalPlaceholderMetadata, MultimodalPlaceholderPlacement, TextPrompt, register_input_processor) from ...logger import logger @@ -1027,6 +1027,7 @@ def forward(self, multimodal_params: List[MultimodalParams]): '{{"ocr": "", "lens_keywords": "", "lens_local_keywords": ""}}' }, placeholder_placement=MultimodalPlaceholderPlacement.AFTER_TEXT, + content_format=ContentFormat.STRING, )) class HCXVisionForCausalLM(PreTrainedModel): diff --git a/tensorrt_llm/_torch/models/modeling_llama.py b/tensorrt_llm/_torch/models/modeling_llama.py index 743e0b8ef502..b7fa57b4eb5a 100644 --- a/tensorrt_llm/_torch/models/modeling_llama.py +++ b/tensorrt_llm/_torch/models/modeling_llama.py @@ -23,8 +23,8 @@ from tensorrt_llm.models.convert_utils import split_matrix_tp from ...inputs import (BaseMultimodalDummyInputsBuilder, - BaseMultimodalInputProcessor, ExtraProcessedInputs, - MultimodalPlaceholderMetadata, + BaseMultimodalInputProcessor, ContentFormat, + ExtraProcessedInputs, MultimodalPlaceholderMetadata, MultimodalPlaceholderPlacement, TextPrompt, register_input_processor) from ...sampling_params import SamplingParams @@ -1401,6 +1401,7 @@ def __call__( placeholder_metadata=MultimodalPlaceholderMetadata( placeholder_map={"image": "<|image|>"}, placeholder_placement=MultimodalPlaceholderPlacement.BEFORE_TEXT, + content_format=ContentFormat.STRING, )) class Llama4ForConditionalGeneration(SpecDecOneEngineForCausalLM[Llama4Model, Llama4Config]): diff --git a/tensorrt_llm/_torch/models/modeling_llava_next.py b/tensorrt_llm/_torch/models/modeling_llava_next.py index 92068bd09449..81b248bd94ea 100644 --- a/tensorrt_llm/_torch/models/modeling_llava_next.py +++ b/tensorrt_llm/_torch/models/modeling_llava_next.py @@ -18,10 +18,9 @@ from tensorrt_llm.inputs.multimodal import MultimodalParams from ...inputs import (BaseMultimodalDummyInputsBuilder, - BaseMultimodalInputProcessor, ExtraProcessedInputs, - MultimodalPlaceholderMetadata, - MultimodalPlaceholderPlacement, TextPrompt, TokensPrompt, - register_input_processor, + BaseMultimodalInputProcessor, ContentFormat, + ExtraProcessedInputs, MultimodalPlaceholderMetadata, + TextPrompt, TokensPrompt, register_input_processor, support_multimodal_disaggregated) from ...logger import logger from ...sampling_params import SamplingParams @@ -599,13 +598,12 @@ def forward(self, multimodal_params: List[MultimodalParams]): @support_multimodal_disaggregated @register_vision_encoder(LlavaNextVisionModel) @register_auto_model("LlavaNextForConditionalGeneration") -@register_input_processor( - LlavaNextInputProcessor, - model_type="llava_next", - placeholder_metadata=MultimodalPlaceholderMetadata( - placeholder_map={"image": ""}, - placeholder_placement=MultimodalPlaceholderPlacement.BEFORE_TEXT, - )) +@register_input_processor(LlavaNextInputProcessor, + model_type="llava_next", + placeholder_metadata=MultimodalPlaceholderMetadata( + placeholder_map={"image": ""}, + content_format=ContentFormat.OPENAI, + )) class LlavaNextModel(PreTrainedModel): config_class = LlavaNextConfig diff --git a/tensorrt_llm/_torch/models/modeling_mistral.py b/tensorrt_llm/_torch/models/modeling_mistral.py index 3692444016f1..d07a82d7db08 100644 --- a/tensorrt_llm/_torch/models/modeling_mistral.py +++ b/tensorrt_llm/_torch/models/modeling_mistral.py @@ -40,7 +40,7 @@ from tensorrt_llm._utils import nvtx_range from tensorrt_llm.functional import PositionEmbeddingType from tensorrt_llm.inputs import (BaseMultimodalDummyInputsBuilder, - BaseMultimodalInputProcessor, + BaseMultimodalInputProcessor, ContentFormat, ExtraProcessedInputs, MultimodalPlaceholderMetadata, MultimodalPlaceholderPlacement, TextPrompt, @@ -534,6 +534,7 @@ def load_tokenizer(model_path: str, "image": "[IMG]", }, placeholder_placement=MultimodalPlaceholderPlacement.BEFORE_TEXT, + content_format=ContentFormat.PASSTHROUGH, )) @register_input_processor( MistralCommonInputProcessor, @@ -548,6 +549,7 @@ def load_tokenizer(model_path: str, # However, accuracy tests show that the model generates higher quality output when the image # precedes the text (the relative difference can be as much as ~30% for both vLLM and TRT-LLM). placeholder_placement=MultimodalPlaceholderPlacement.BEFORE_TEXT, + content_format=ContentFormat.STRING, )) class Mistral3VLM(PreTrainedModel): """Mistral3VLM implementation for TRTLLM. diff --git a/tensorrt_llm/_torch/models/modeling_phi4mm.py b/tensorrt_llm/_torch/models/modeling_phi4mm.py index f10f284c34f7..268ef6ce5f5a 100644 --- a/tensorrt_llm/_torch/models/modeling_phi4mm.py +++ b/tensorrt_llm/_torch/models/modeling_phi4mm.py @@ -33,8 +33,8 @@ from ...executor.request import LoRARequest from ...inputs import (BaseMultimodalDummyInputsBuilder, - BaseMultimodalInputProcessor, ExtraProcessedInputs, - MultimodalPlaceholderMetadata, + BaseMultimodalInputProcessor, ContentFormat, + ExtraProcessedInputs, MultimodalPlaceholderMetadata, MultimodalPlaceholderPlacement, TextPrompt, register_input_processor) from ...logger import logger @@ -946,6 +946,7 @@ def __call__( }, placeholder_placement=MultimodalPlaceholderPlacement.BEFORE_TEXT, placeholders_separator="", + content_format=ContentFormat.STRING, )) class Phi4MMForCausalLM(transformers.PreTrainedModel): diff --git a/tensorrt_llm/_torch/models/modeling_qwen2vl.py b/tensorrt_llm/_torch/models/modeling_qwen2vl.py index 283b8b11a330..453f28cac417 100644 --- a/tensorrt_llm/_torch/models/modeling_qwen2vl.py +++ b/tensorrt_llm/_torch/models/modeling_qwen2vl.py @@ -29,8 +29,8 @@ from ..._utils import nvtx_range, prefer_pinned from ...inputs import (BaseMultimodalDummyInputsBuilder, - BaseMultimodalInputProcessor, ExtraProcessedInputs, - MultimodalPlaceholderMetadata, + BaseMultimodalInputProcessor, ContentFormat, + ExtraProcessedInputs, MultimodalPlaceholderMetadata, MultimodalPlaceholderPlacement, TextPrompt, register_input_processor, support_multimodal_disaggregated) @@ -1028,6 +1028,7 @@ def _get_requests_with_mm_data(self, multimodal_params): "video": "<|vision_start|><|video_pad|><|vision_end|>" }, placeholder_placement=MultimodalPlaceholderPlacement.BEFORE_TEXT, + content_format=ContentFormat.STRING, )) class Qwen2VLModel(Qwen2VLModelBase): @@ -1143,6 +1144,7 @@ def get_prompt_token_ids( "video": "<|vision_start|><|video_pad|><|vision_end|>" }, placeholder_placement=MultimodalPlaceholderPlacement.BEFORE_TEXT, + content_format=ContentFormat.STRING, )) class Qwen2_5_VLModel(Qwen2VLModelBase): diff --git a/tensorrt_llm/_torch/models/modeling_qwen3vl.py b/tensorrt_llm/_torch/models/modeling_qwen3vl.py index a98f35fe3f72..5a418af67299 100644 --- a/tensorrt_llm/_torch/models/modeling_qwen3vl.py +++ b/tensorrt_llm/_torch/models/modeling_qwen3vl.py @@ -21,6 +21,7 @@ from ...inputs import ( BaseMultimodalDummyInputsBuilder, BaseMultimodalInputProcessor, + ContentFormat, ExtraProcessedInputs, MultimodalPlaceholderMetadata, MultimodalPlaceholderPlacement, @@ -1139,6 +1140,7 @@ def _get_requests_with_mm_data(self, multimodal_params): }, placeholder_placement=MultimodalPlaceholderPlacement.BEFORE_TEXT, placeholders_separator="", + content_format=ContentFormat.STRING, ), ) class Qwen3VLModel(Qwen3VLModelBase): diff --git a/tensorrt_llm/_torch/models/modeling_qwen3vl_moe.py b/tensorrt_llm/_torch/models/modeling_qwen3vl_moe.py index 66da3c153e2a..4736960cf594 100644 --- a/tensorrt_llm/_torch/models/modeling_qwen3vl_moe.py +++ b/tensorrt_llm/_torch/models/modeling_qwen3vl_moe.py @@ -6,6 +6,7 @@ from tensorrt_llm._torch.models.modeling_multimodal_utils import _is_disagg from ...inputs import ( + ContentFormat, MultimodalPlaceholderMetadata, MultimodalPlaceholderPlacement, register_input_processor, @@ -42,6 +43,7 @@ }, placeholder_placement=MultimodalPlaceholderPlacement.BEFORE_TEXT, placeholders_separator="", + content_format=ContentFormat.STRING, ), ) class Qwen3MoeVLModel(Qwen3VLModelBase): diff --git a/tensorrt_llm/_torch/models/modeling_vila.py b/tensorrt_llm/_torch/models/modeling_vila.py index d4a0bcea035a..8b634229237d 100644 --- a/tensorrt_llm/_torch/models/modeling_vila.py +++ b/tensorrt_llm/_torch/models/modeling_vila.py @@ -36,8 +36,8 @@ from ..._utils import nvtx_range from ...inputs import (BaseMultimodalDummyInputsBuilder, - BaseMultimodalInputProcessor, ExtraProcessedInputs, - MultimodalPlaceholderMetadata, + BaseMultimodalInputProcessor, ContentFormat, + ExtraProcessedInputs, MultimodalPlaceholderMetadata, MultimodalPlaceholderPlacement, TextPrompt, register_input_processor) from ...logger import logger @@ -1157,6 +1157,9 @@ def __call__( "video": "" }, placeholder_placement=MultimodalPlaceholderPlacement.BEFORE_TEXT, + # VILA handles its own chat template and placeholder insertion + # in VilaInputProcessor. + content_format=ContentFormat.PASSTHROUGH, )) class VilaModel(PreTrainedModel): config_class = VilaConfig diff --git a/tensorrt_llm/evaluate/lm_eval.py b/tensorrt_llm/evaluate/lm_eval.py index dea8de0bd12e..7aaf0c944dd4 100644 --- a/tensorrt_llm/evaluate/lm_eval.py +++ b/tensorrt_llm/evaluate/lm_eval.py @@ -36,7 +36,10 @@ from .._tensorrt_engine import LLM from ..inputs import (ConversationMessage, MultimodalDataTracker, add_multimodal_placeholders, convert_image_mode) +from ..inputs.content_format import ContentFormat +from ..inputs.utils import _resolve_content_format from ..inputs.utils import apply_chat_template as trtllm_apply_chat_template +from ..inputs.utils import resolve_hf_chat_template from ..llmapi import RequestOutput from ..logger import logger from ..sampling_params import SamplingParams @@ -237,6 +240,15 @@ def apply_chat_template(self, Adapted from: https://github.com/EleutherAI/lm-evaluation-harness/blob/7f04db12d2f8e7a99a0830d99eb78130e1ba2122/lm_eval/models/hf_vlms.py#L225 """ + # Resolve content format once to decide whether to pre-insert + # placeholders. OPENAI templates handle media natively, so we must + # NOT pre-insert or the template will produce duplicates. + processor = getattr(self.llm.input_processor, 'processor', None) + hf_chat_template = resolve_hf_chat_template(self.llm.tokenizer, + processor, None, None) + content_format = _resolve_content_format(self.model_type, + hf_chat_template) + mm_placeholder_counts = [] for i in range(len(chat_history)): content = chat_history[i] @@ -259,8 +271,9 @@ def apply_chat_template(self, for _ in range(image_count): mm_data_tracker.add_data("image", None) mm_placeholder_count = mm_data_tracker.placeholder_counts() - if mm_placeholder_count: - # TODO: This is an assumption of not interleaving text and image. Need to extend to interleaved texts. + if mm_placeholder_count and content_format != ContentFormat.OPENAI: + # Only pre-insert placeholders for STRING templates. + # OPENAI templates handle media natively via content dicts. conv["content"] = add_multimodal_placeholders( self.model_type, conv["content"], mm_placeholder_count) mm_placeholder_counts.append(mm_placeholder_count) @@ -269,7 +282,7 @@ def apply_chat_template(self, output = trtllm_apply_chat_template( model_type=self.model_type, tokenizer=self.llm.tokenizer, - processor=getattr(self.llm.input_processor, 'processor', None), + processor=processor, conversation=chat_history, add_generation_prompt=add_generation_prompt, mm_placeholder_counts=mm_placeholder_counts, diff --git a/tensorrt_llm/inputs/__init__.py b/tensorrt_llm/inputs/__init__.py index 4587d39f033e..8d3c42b15198 100644 --- a/tensorrt_llm/inputs/__init__.py +++ b/tensorrt_llm/inputs/__init__.py @@ -1,3 +1,4 @@ +from .content_format import ContentFormat, detect_content_format from .data import PromptInputs, TextPrompt, TokensPrompt, prompt_inputs from .evs import compute_retained_tokens_count, compute_retention_mask from .multimodal import MultimodalInput @@ -20,6 +21,8 @@ load_video) __all__ = [ + "ContentFormat", + "detect_content_format", "ALL_SUPPORTED_MULTIMODAL_MODELS", "ALL_SUPPORTED_IMAGE_MODELS", "ALL_SUPPORTED_VIDEO_MODELS", diff --git a/tensorrt_llm/inputs/content_format.py b/tensorrt_llm/inputs/content_format.py new file mode 100644 index 000000000000..9027c1bfc149 --- /dev/null +++ b/tensorrt_llm/inputs/content_format.py @@ -0,0 +1,118 @@ +# SPDX-License-Identifier: Apache-2.0 +# Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved. +"""Content format detection for multimodal chat templates. + +Detects whether a Jinja chat template handles multimodal content natively +(OpenAI-style dicts with type/text/image fields) or expects plain strings. +""" + +import enum +from functools import lru_cache + +from jinja2 import Environment +from jinja2 import nodes as jinja_nodes +from jinja2.exceptions import TemplateSyntaxError + + +class ContentFormat(enum.Enum): + """Content format expected by a chat template. + + OPENAI: Template iterates over `message['content']` expecting dicts with 'type' keys + (e.g., {"type": "text", ...}, {"type": "image"}). + STRING: Template expects `message['content']` to be a plain string. + PASSTHROUGH: Skip chat template rendering entirely; just concatenate message content strings. + Used by models whose input processor already produces the final prompt (e.g. VILA / + llava_llama, mistral_large_3 native tokenizer path). + """ + + OPENAI = "openai" + STRING = "string" + PASSTHROUGH = "passthrough" + + +def _ast_has_content_iteration(ast: jinja_nodes.Template) -> bool: + """Helper for determining whether the jinja template has a content iteration loop. + + Walk the Jinja AST to find a `For` node iterating over message content + with inner type-checking (content['type'] or content.type). + + This detects templates that handle multimodal content natively, e.g.: + + ``` + {% for content in message['content'] %} + {% if content['type'] == 'image' %} + ``` + """ + for node in ast.find_all(jinja_nodes.For): + # Check if iterating over message['content'] or message.content + iter_node = node.iter + is_content_iter = False + + if isinstance(iter_node, jinja_nodes.Getitem): + # message['content'] + if isinstance(iter_node.arg, jinja_nodes.Const) and iter_node.arg.value == "content": + is_content_iter = True + elif isinstance(iter_node, jinja_nodes.Getattr): + # message.content + if iter_node.attr == "content": + is_content_iter = True + + if not is_content_iter: + continue + + # Now check if the loop body accesses `['type']` or `.type` on the loop variable + loop_var = node.target + if not isinstance(loop_var, jinja_nodes.Name): + continue + loop_var_name = loop_var.name + + for inner_node in node.find_all((jinja_nodes.Getitem, jinja_nodes.Getattr)): + if isinstance(inner_node, jinja_nodes.Getitem): + if ( + isinstance(inner_node.node, jinja_nodes.Name) + and inner_node.node.name == loop_var_name + and isinstance(inner_node.arg, jinja_nodes.Const) + and inner_node.arg.value == "type" + ): + return True + elif isinstance(inner_node, jinja_nodes.Getattr): + if ( + isinstance(inner_node.node, jinja_nodes.Name) + and inner_node.node.name == loop_var_name + and inner_node.attr == "type" + ): + return True + + return False + + +@lru_cache(maxsize=128) +def detect_content_format(chat_template: str) -> ContentFormat: + """Detect whether a chat template handles multimodal content natively. + + Parses the Jinja template AST and looks for patterns like: + + ``` + {% for content in message['content'] %} + {% if content['type'] == 'image' %} ... + ``` + + If found, the template handles OpenAI-style content dicts. + Otherwise, it expects plain string content. + + Args: + chat_template: The Jinja2 chat template string. + + Returns: + `ContentFormat.OPENAI` if template handles multimodal content dicts, + `ContentFormat.STRING` otherwise. + """ + try: + env = Environment(autoescape=True) + ast = env.parse(chat_template) + if _ast_has_content_iteration(ast): + return ContentFormat.OPENAI + except TemplateSyntaxError: + # If parsing fails, fall back to STRING format + pass + return ContentFormat.STRING diff --git a/tensorrt_llm/inputs/registry.py b/tensorrt_llm/inputs/registry.py index 5cab205f5385..85c883a16c91 100644 --- a/tensorrt_llm/inputs/registry.py +++ b/tensorrt_llm/inputs/registry.py @@ -17,6 +17,7 @@ from .._utils import nvtx_range_debug from ..logger import logger from ..sampling_params import SamplingParams +from .content_format import ContentFormat from .data import TextPrompt from .multimodal import (MultimodalInput, apply_mm_hashes, default_hasher, find_mm_token_lengths, find_mm_token_positions, @@ -414,18 +415,36 @@ class MultimodalPlaceholderPlacement(enum.Enum): @dataclass(frozen=True) class MultimodalPlaceholderMetadata: """ - Metadata for the multimodal placeholder. It has 3 components: + Metadata for the multimodal placeholder. It has 5 components: - placeholder_map: A mapping from modality to placeholder string. Modality can be "image", "video", "audio", etc. - placeholder_placement: The placement of the placeholders, e.g. before or after the text prompt. + Only used when interleave_placeholders is False (the default). + Ignored when interleave_placeholders is True. - placeholders_separator: The separator between the placeholders, e.g. some models use "\n" to separate the placeholders. + - content_format: + Optional override for the content format expected by the chat template. + ContentFormat.OPENAI means the template handles multimodal content dicts natively. + ContentFormat.STRING means the template expects plain string content. + ContentFormat.PASSTHROUGH skips chat template rendering entirely. + None means auto-detect at runtime via Jinja AST analysis. + - interleave_placeholders: + When True and content_parts is available, placeholders are inserted + at the exact media positions within the text (interleaved). + In this mode, placeholder_placement is ignored - the position of + each placeholder is determined by where the media appears in the + user's message. + When False (default), placeholders are bulk-prepended or appended + according to placeholder_placement. """ placeholder_map: Dict[str, str] = field(default_factory=dict) placeholder_placement: MultimodalPlaceholderPlacement = MultimodalPlaceholderPlacement.AFTER_TEXT placeholders_separator: str = "\n" + content_format: Optional[ContentFormat] = None + interleave_placeholders: bool = False class MultimodalPlaceholderRegistry: @@ -493,6 +512,20 @@ def get_placeholders_separator(self, model_type: str) -> str: return self._multimodal_placeholder_by_model_type[ model_type].placeholders_separator + def get_interleave_placeholders(self, model_type: str) -> bool: + """Return whether the model opts in to interleaved placeholder insertion.""" + if model_type not in self._multimodal_placeholder_by_model_type: + return False + return self._multimodal_placeholder_by_model_type[ + model_type].interleave_placeholders + + def get_content_format(self, model_type: str) -> Optional[ContentFormat]: + """Get the content format override for a model type, or None for auto-detect.""" + if model_type not in self._multimodal_placeholder_by_model_type: + return None + return self._multimodal_placeholder_by_model_type[ + model_type].content_format + def get_registered_image_model_types(self) -> Tuple[str, ...]: return ( model_type diff --git a/tensorrt_llm/inputs/utils.py b/tensorrt_llm/inputs/utils.py index c43b57c3eb1a..727ace3ba9fa 100644 --- a/tensorrt_llm/inputs/utils.py +++ b/tensorrt_llm/inputs/utils.py @@ -19,6 +19,8 @@ from transformers import AutoProcessor, ProcessorMixin from transformers.utils import logging +from tensorrt_llm.inputs.content_format import (ContentFormat, + detect_content_format) from tensorrt_llm.inputs.multimodal import (MultimodalServerConfig, default_hasher) from tensorrt_llm.inputs.registry import (MULTIMODAL_PLACEHOLDER_REGISTRY, @@ -386,21 +388,6 @@ def encode_base64_image( return base64.b64encode(data).decode("utf-8") -""" -VLM input preparation. - -NOTE: - When a new multimodal model is added, the following list(s) need - to be updated with the new model type and the appropriate - placeholder for the model needs to be added in retrieve_multimodal_placeholder(). -""" - -HF_CHAT_TEMPLATE_EXCEPTIONS = ["llava_llama", "mistral_large_3"] -PLACEHOLDER_EXCEPTIONS = [ - "llava_next", "NemotronH_Nano_VL_V2", "mistral_large_3" -] - - # Helpers to always get the latest supported multimodal model types from the registry def ALL_SUPPORTED_MULTIMODAL_MODELS(): return MULTIMODAL_PLACEHOLDER_REGISTRY.get_registered_model_types() @@ -449,15 +436,30 @@ class MultimodalData(TypedDict): is_embedding: bool -class ConversationMessage(TypedDict): - """Type definition for conversation message structure.""" +class ConversationMessage(TypedDict, total=False): + """Type definition for conversation message structure. + + Attributes: + role: The message role (e.g. "user", "assistant", "system"). + content: Flattened text content (all text parts joined by newlines). + media: List of multimodal data items attached to this message. + content_parts: Ordered list preserving the interleaved positions of text and media as the + user originally sent them. Only present when the message contains media. + + Each element is either: + - A `str` for a text segment, or + - A `dict` of the form `{"type": "", "media_index": }` + marking where a media item (image/video/audio) appeared. + `media_index` is a 0-based index into `media`. + + This is used by `interleave_mm_placeholders` to insert multimodal placeholders at the + correct positions, and to reconstruct the OpenAI-style content list for templates that + handle media natively. + """ role: str - content: List[dict[str, Any]] + content: str media: List[MultimodalData] - - # @classmethod - # def fromSample(cls, sample: dict[str, str]) -> "ConversationMessage": - # return cls(role="user", content=[{"type": "text", "text": prompt}]) + content_parts: List[Union[str, dict]] class MultimodalDataTracker: @@ -471,6 +473,7 @@ def __init__( self._data = defaultdict[str, list](list) self._embeddings = defaultdict[str, list](list) self._placeholder_counts = defaultdict[str, int](int) + self._placeholder_to_modality: dict[str, str] = {} self._multimodal_server_config = multimodal_server_config if multimodal_server_config is not None else MultimodalServerConfig( ) @@ -521,19 +524,21 @@ def add_data(self, if is_embedding else self._data)[media_type].append(data) if placeholder: self._placeholder_counts[placeholder] += 1 + self._placeholder_to_modality[placeholder] = media_type return placeholder def placeholder_counts(self) -> Dict[str, int]: """Get the count of multimodal placeholders.""" return dict(self._placeholder_counts) + def placeholder_modalities(self) -> Dict[str, str]: + """Get the mapping from placeholder string to modality name.""" + return dict(self._placeholder_to_modality) + def add_multimodal_placeholders(model_type: str, text_prompt: str, mm_placeholder_counts: dict[str, int]) -> str: """Add multimodal placeholders to the text prompt.""" - if model_type in PLACEHOLDER_EXCEPTIONS: - # no need to add placeholders, it is handled differently - return text_prompt placeholders = [] for placeholder in mm_placeholder_counts: placeholders.extend([placeholder] * mm_placeholder_counts[placeholder]) @@ -549,6 +554,68 @@ def add_multimodal_placeholders(model_type: str, text_prompt: str, model_type).join(parts) +def interleave_mm_placeholders( + model_type: str, + content_parts: list[Union[str, dict]], + mm_placeholder_counts: dict[str, int], + placeholder_modalities: Dict[str, str], +) -> str: + """Build a prompt string with placeholders interleaved at media positions. + + When `content_parts` preserves the original ordering of text and media + items from the user's request, this function inserts the correct + placeholder at each media position instead of bulk-prepending/appending. + + Args: + model_type: The model type string (used to look up placeholder info). + content_parts: Ordered list of text strings and media position dicts. + mm_placeholder_counts: Mapping of placeholder -> expected count. + placeholder_modalities: Mapping of placeholder string to modality + name (e.g. `{"": "image"}`). + + Returns: + A single string with placeholders inserted at the correct positions. + """ + if not content_parts: + return add_multimodal_placeholders(model_type, "", + mm_placeholder_counts) + + # Build a per-modality queue of placeholder strings (expanded by count). + # This handles both shared placeholders (e.g. "" with count=3) + # and unique per-item placeholders (e.g. "<|image_1|>", "<|image_2|>"). + modality_placeholders: dict[str, list[str]] = {} + for placeholder, count in mm_placeholder_counts.items(): + if placeholder not in placeholder_modalities: + raise KeyError( + f"Placeholder '{placeholder}' not found in " + f"placeholder_modalities mapping. Known placeholders: " + f"{list(placeholder_modalities.keys())}") + modality = placeholder_modalities[placeholder] + modality_placeholders.setdefault(modality, + []).extend([placeholder] * count) + + parts: list[str] = [] + separator = MULTIMODAL_PLACEHOLDER_REGISTRY.get_placeholders_separator( + model_type) + # Track how many placeholders have been consumed per modality + modality_cursor: dict[str, int] = {} + + for part in content_parts: + if isinstance(part, str): + parts.append(part) + elif isinstance(part, dict): + media_type = part.get("type", "image") + queue = modality_placeholders.get(media_type) + if not queue: + continue + cursor = modality_cursor.get(media_type, 0) + if cursor < len(queue): + parts.append(queue[cursor]) + modality_cursor[media_type] = cursor + 1 + + return separator.join(parts) + + def resolve_hf_chat_template( tokenizer: TokenizerBase, processor: ProcessorMixin, @@ -569,50 +636,71 @@ def resolve_hf_chat_template( try: return tokenizer.get_chat_template(chat_template, tools=tools) except Exception: - logger.warning("Failed to load AutoTokenizer chat template for %s", - tokenizer.name_or_path) + logger.warning( + "Failed to load AutoTokenizer chat template for %s", + getattr(tokenizer, "name_or_path", + type(tokenizer).__name__)) return None -def handle_placeholder_exceptions(model_type: str, - conversation: list[ConversationMessage], - mm_placeholder_counts: list[dict[str, int]]): - if model_type == "llava_next": - # we need to convert the flattened content back to conversation format - for conv, mm_placeholder_count in zip(conversation, - mm_placeholder_counts): - conv["content"] = [{"type": "text", "text": conv["content"]}, \ - *[{"type": "image"} for _ in range(mm_placeholder_count[''])]] - elif model_type == "NemotronH_Nano_VL_V2": - # There are divergences between trtllm and vllm on how to handle the placeholders. - # For now, we will use this exception to handle with the divergences in TRTLLM. - # In the near future, we will remove this placeholder exception and use dict format as vllm does. - for conv, mm_placeholder_count in zip(conversation, - mm_placeholder_counts): - if '' not in mm_placeholder_count and '