From 9298db18392bd360365d3af46e076cafd8c6648b Mon Sep 17 00:00:00 2001 From: niehen6174 Date: Tue, 11 Aug 2026 11:44:26 +0000 Subject: [PATCH 01/17] fix(fsdp): only read num_train_timesteps where a timestep is routed MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit prepare_flow_grpo_batch read scheduler.config.num_train_timesteps up front, but only multi-DiT families use it — to decide which component a timestep belongs to — and only their schedulers are guaranteed to declare it. A single-DiT family whose scheduler config omits the field (MiniMax H3's carries just shift) died on a FrozenDict AttributeError before reaching the branch that needs it. --- miles/backends/fsdp_utils/loss_hub/flow_grpo.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/miles/backends/fsdp_utils/loss_hub/flow_grpo.py b/miles/backends/fsdp_utils/loss_hub/flow_grpo.py index 787adc6e..79963835 100644 --- a/miles/backends/fsdp_utils/loss_hub/flow_grpo.py +++ b/miles/backends/fsdp_utils/loss_hub/flow_grpo.py @@ -24,7 +24,6 @@ def prepare_flow_grpo_batch( args = ctx.args device = ctx.device config = ctx.train_pipeline_config - num_train_timesteps = int(ctx.scheduler.config.num_train_timesteps) bsz = len(batch) latents = _stack_pair_field(batch, "latent", device) @@ -47,6 +46,9 @@ def prepare_flow_grpo_batch( if len(ctx.models) == 1: component_name, model = next(iter(ctx.models.items())) else: + # Only multi-DiT families route timesteps to a phase, and only their schedulers are + # guaranteed to declare num_train_timesteps. + num_train_timesteps = int(ctx.scheduler.config.num_train_timesteps) components = {config.component_for_timestep(t, num_train_timesteps) for t in timesteps.tolist()} if len(components) > 1: raise ValueError( From c56af6e41bb61f157527dfbdb873f7c52ce40006 Mon Sep 17 00:00:00 2001 From: niehen6174 Date: Tue, 11 Aug 2026 11:44:26 +0000 Subject: [PATCH 02/17] fix(fsdp): accept modular-pipeline component specs in DiffusersModelBackend _component_class required model_index.json to describe a component as exactly [library, class_name]. Modular pipelines append a third loading-spec element, so every component of one resolved to None and load_component raised "cannot resolve the class". Only the first two elements carry meaning in either format. --- miles/backends/fsdp_utils/model_backend.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/miles/backends/fsdp_utils/model_backend.py b/miles/backends/fsdp_utils/model_backend.py index 353219bc..fbe02bad 100644 --- a/miles/backends/fsdp_utils/model_backend.py +++ b/miles/backends/fsdp_utils/model_backend.py @@ -246,9 +246,11 @@ def _resolve_component_class(cls, args, component: str): @staticmethod def _component_class(spec): - if not isinstance(spec, (list, tuple)) or len(spec) != 2: + # ``[library, class_name]``, plus a trailing loading spec on modular pipelines + # (``model_index.json`` of e.g. MiniMaxH3ModularPipeline carries a third element). + if not isinstance(spec, (list, tuple)) or len(spec) < 2: return None - library, class_name = spec + library, class_name = spec[0], spec[1] if not library or not class_name: return None try: From caeea0c47d71524c5da27c42dc79d61d15ae498e Mon Sep 17 00:00:00 2001 From: niehen6174 Date: Tue, 11 Aug 2026 11:44:26 +0000 Subject: [PATCH 03/17] test(utils): give the LoRA arg fixture the sglang_tp_size it reads _compute_server_args reads args.sglang_tp_size, which the hand-built Namespace never set, so test_lora_ipc_uses_resolved_args failed on an AttributeError rather than on anything it meant to assert. --- tests/fast/utils/test_lora_args.py | 1 + 1 file changed, 1 insertion(+) diff --git a/tests/fast/utils/test_lora_args.py b/tests/fast/utils/test_lora_args.py index 2fc931e3..119391bb 100644 --- a/tests/fast/utils/test_lora_args.py +++ b/tests/fast/utils/test_lora_args.py @@ -12,6 +12,7 @@ def _server_args(**overrides): diffusion_model="Qwen/Qwen-Image", diffusion_flow_shift=None, rollout_num_gpus_per_engine=1, + sglang_tp_size=1, sglang_sp_degree=None, sglang_enable_cfg_parallel=False, use_lora=True, From 47bd94af1e2d791a913e54ef9f0818987c46dd8b Mon Sep 17 00:00:00 2001 From: niehen6174 Date: Tue, 11 Aug 2026 11:44:50 +0000 Subject: [PATCH 04/17] feat(diffusion): add MiniMax H3 t2va Flow-GRPO support MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Trains H3 with LoRA against an sglang-diffusion rollout: 1344x768 / 107-frame t2va video, flow-SDE dynamics, PickScore reward. A 2-GPU verification run holds log_prob_mean_abs_diff at 4e-5..9e-5, i.e. the train-side scorer reproduces the sampler's own log probs. Three family hooks on TrainPipelineConfig carry what cannot be generic, so no call site needs to know a family name: * apply_rollout_sampling_params — H3's sgl-d request takes a target of {short_edge, aspect_ratio, duration_seconds} and rejects the generic width/height/num_frames/fps and CFG fields, which it drops here. The pixel canvas is an output of sglang's shape policy, not an input, so the two cannot be mapped onto each other: 16:9 resolves to 1344x768, itself 7:4. * sde_step_backend_overrides — picks H3SdeStepBackend per --diffusion-sde-type. * lora_layer_group_collector_path — LoRA IPC is the only weight-sync path that can reach H3's rollout DiT, which renames modules and fuses Q/K/V, so the family rejects every other mode instead of silently training nothing. H3SdeStepBackend inherits the generic flow-SDE kernel and only resolves sigma differently (linearly from the rollout timesteps, since H3's scheduler is never given a sigma grid). It rejects sigma=1 rather than propagating the NaNs the 1/(1-sigma) factor produces there, which is why the recipe's SDE window starts at step 1. diffusers is pinned to a main commit: H3's model code is merged there but ships in no release yet. --- .../skills/install-miles-diffusion/SKILL.md | 2 +- miles/backends/fsdp_utils/configs/h3.py | 196 ++++++++++++++++ .../configs/train_pipeline_config.py | 21 ++ .../diffusion_update_weight_utils.py | 36 ++- .../fsdp_utils/h3_weight_key_mapper.py | 182 +++++++++++++++ .../models/diffusers/h3/__init__.py | 1 + .../models/diffusers/h3/parallel_plan.py | 6 + miles/backends/fsdp_utils/sde_step_backend.py | 70 +++++- miles/rollout/sglang_diffusion_rollout.py | 7 +- miles/utils/arguments.py | 20 ++ miles/utils/diffusion_rollout_response.py | 26 +++ miles/utils/types.py | 3 + requirements.txt | 5 +- scripts/run_diffusion_grpo_h3_t2va_2gpu.py | 212 ++++++++++++++++++ 14 files changed, 776 insertions(+), 11 deletions(-) create mode 100644 miles/backends/fsdp_utils/configs/h3.py create mode 100644 miles/backends/fsdp_utils/h3_weight_key_mapper.py create mode 100644 miles/backends/fsdp_utils/models/diffusers/h3/__init__.py create mode 100644 miles/backends/fsdp_utils/models/diffusers/h3/parallel_plan.py create mode 100644 scripts/run_diffusion_grpo_h3_t2va_2gpu.py diff --git a/.claude/skills/install-miles-diffusion/SKILL.md b/.claude/skills/install-miles-diffusion/SKILL.md index 927fa881..07ab3e21 100644 --- a/.claude/skills/install-miles-diffusion/SKILL.md +++ b/.claude/skills/install-miles-diffusion/SKILL.md @@ -24,7 +24,7 @@ Components (every version pinned): 3. **Tooling** — `pip==26.0.1`, `wheel==0.45.1`, `setuptools==82.0.1` (resolver behaviour depends on these). 4. **PyTorch** — `torch==2.9.1` on `cu129` (override via `TORCH_VER` / `CUDA_VER`). 5. **sglang-diffusion** — clones **`Rockdu/sglang` @ `sglang-diffusion-rollout-test`** into `$SGLANG_DIR` (default `../sglang`) and `git checkout --detach $SGLANG_COMMIT` (default `0372158dd66bc7cb0740c733bd60047db790ec7d`). Installed editable as `python[all]`. Pinning to a SHA (not just the branch tip) is required for bit-exact rollout reproducibility. Override `SGLANG_REPO` / `SGLANG_BRANCH` / `SGLANG_COMMIT` only if you know what you're doing. -6. **miles package** — `pip install -r requirements.txt` (all `==`-pinned: transformers 5.5.4, accelerate 1.12.0, ray 2.53.0, datasets 4.4.2, safetensors 0.7.0, wandb 0.23.1, and the OCR reward deps paddleocr 2.9.1, paddlepaddle-gpu 2.6.2, peft 0.18.1, diffusers 0.37.0, opencv-python-headless 4.10.0.84, …) plus `pip install -e . --no-deps`. +6. **miles package** — `pip install -r requirements.txt` (all `==`-pinned: transformers 5.5.4, accelerate 1.12.0, ray 2.53.0, datasets 4.4.2, safetensors 0.7.0, wandb 0.23.1, and the OCR reward deps paddleocr 2.9.1, paddlepaddle-gpu 2.6.2, peft 0.18.1, opencv-python-headless 4.10.0.84, …; diffusers pinned to the diffusers main commit `f53d5520`, which merged MiniMax H3 support — no stable release carries it yet) plus `pip install -e . --no-deps`. 7. **torch_memory_saver** — pinned to `0.0.9`, skipped silently on failure. 8. **Smoke test** — `nvidia-smi`, then `python -c "import train_diffusion"`. diff --git a/miles/backends/fsdp_utils/configs/h3.py b/miles/backends/fsdp_utils/configs/h3.py new file mode 100644 index 00000000..b1e586af --- /dev/null +++ b/miles/backends/fsdp_utils/configs/h3.py @@ -0,0 +1,196 @@ +"""MiniMax H3 family config: t2va video-only Flow-GRPO.""" + +from __future__ import annotations + +from argparse import Namespace + +import torch + +from miles.utils.types import CondKwargs + +from .train_pipeline_config import TrainPipelineConfig, register_train_pipeline_config + +AUDIO_IN_CHANNELS = 32 + + +@register_train_pipeline_config("h3") +class H3TrainPipelineConfig(TrainPipelineConfig): + """MiniMax H3 t2va video-only GRPO (audio branch frozen / deterministic in rollout).""" + + hf_ckpt_name_patterns = ("minimax-h3", "minimax_h3", "/h3") + supports_cfg_training = False + needs_timestep_scaling = False + sde_timestep_divisor = 1000.0 + # σ comes from the rollout timesteps, not a scheduler index: CPS already resolves it that + # way, so only the flow-SDE dynamics needs an H3 variant. + sde_step_backend_overrides = { + "sde": "miles.backends.fsdp_utils.sde_step_backend.H3SdeStepBackend", + "cps": "miles.backends.fsdp_utils.sde_step_backend.CpsSdeStepBackend", + "ode": "miles.backends.fsdp_utils.sde_step_backend.CpsSdeStepBackend", + } + optimizer_state_allowed_missing = ["audio"] + lora_layer_group_collector_path = "miles.backends.fsdp_utils.h3_weight_key_mapper.collect_h3_lora_layer_groups" + + lora_target_modules = [ + "attn.to_q", + "attn.to_k", + "attn.to_v", + "attn.to_out.0", + "ff.net.0.proj", + "ff.net.2", + ] + + @classmethod + def validate_args(cls, args: Namespace) -> None: + # sglang's H3 DiT renames modules and fuses Q/K/V, so weights only reach the + # rollout through the LoRA IPC path's layer grouper; any other sync mode would + # push names the engine drops with a warning, silently training nothing. + if not (args.use_lora and args.lora_ipc_weight_sync): + raise ValueError("H3 training requires --use-lora with --lora-ipc-weight-sync") + + @classmethod + def apply_rollout_sampling_params( + cls, + args: Namespace, + sampling_params: dict, + extra_sampling_params: dict, + ) -> None: + extra_sampling_params.update( + { + # sgl-d accepts only task=t2va for rollout and short_edge=768 for any + # H3 request, so neither is exposed as an argument. + "task": "t2va", + "conditions": [], + "target": { + "short_edge": 768, + "aspect_ratio": str(args.diffusion_h3_aspect_ratio), + "duration_seconds": float(args.diffusion_h3_duration_seconds), + }, + "audio_flow_shift": float(args.diffusion_audio_flow_shift), + } + ) + if args.diffusion_flow_shift is not None: + extra_sampling_params["flow_shift"] = float(args.diffusion_flow_shift) + # MiniMaxH3SamplingParams marks CFG/canvas fields init=False; canvas comes from target. + extra_sampling_params.pop("guidance_scale_2", None) + for key in ( + "guidance_scale", + "guidance_scale_2", + "true_cfg_scale", + "negative_prompt", + "width", + "height", + "num_frames", + "fps", + ): + sampling_params.pop(key, None) + + def prepare_cond_kwargs(self, cond: CondKwargs | None, device: torch.device) -> dict: + if cond is None: + return {} + kwargs: dict = {} + if cond.encoder_hidden_states: + enc = torch.cat(cond.encoder_hidden_states).to(device) + if enc.ndim == 2: + enc = enc.unsqueeze(0) + kwargs["encoder_hidden_states"] = enc + if cond.h3_packed_layout is not None: + kwargs["h3_packed_layout"] = { + k: (v.to(device) if isinstance(v, torch.Tensor) else v) for k, v in cond.h3_packed_layout.items() + } + if cond.h3_token_tags is not None: + kwargs["h3_token_tags"] = cond.h3_token_tags.to(device) + return kwargs + + def collate_cond_for_sample_batch( + self, + per_sample_cond_kwargs: list[dict], + device: torch.device, + pad_to_len: int | None = None, + ) -> dict: + if len(per_sample_cond_kwargs) != 1: + raise NotImplementedError("H3 GRPO currently requires micro-batch-size-sample=1") + return {k: v.to(device) if isinstance(v, torch.Tensor) else v for k, v in per_sample_cond_kwargs[0].items()} + + def compute_noise_pred( + self, + *, + model: torch.nn.Module, + latents_input: torch.Tensor, + timesteps_input: torch.Tensor, + pos_cond: dict | None, + neg_cond: dict | None, + joint_cond: dict | None, + use_cfg: bool, + cfg_batching: bool, + guidance_scale: float, + true_cfg_scale: float | None, + ) -> torch.Tensor: + del neg_cond, joint_cond, use_cfg, cfg_batching, guidance_scale, true_cfg_scale + cond = dict(pos_cond or {}) + packed = cond.get("h3_packed_layout") + token_tags = cond.get("h3_token_tags") + encoder_hidden_states = cond.get("encoder_hidden_states") + if packed is None or token_tags is None or encoder_hidden_states is None: + raise ValueError("H3 train requires h3_packed_layout, h3_token_tags, encoder_hidden_states in pos_cond") + + device = latents_input.device + dtype = latents_input.dtype + + # latents_input: [B, num_video_target_rows, width] + bsz = latents_input.shape[0] + if bsz != 1: + raise NotImplementedError("H3 packed forward supports batch size 1 for now") + + layout = {k: (v.to(device) if isinstance(v, torch.Tensor) else v) for k, v in packed.items()} + tags = ( + token_tags.to(device) if isinstance(token_tags, torch.Tensor) else torch.tensor(token_tags, device=device) + ) + sigma = (timesteps_input.float() / float(self.sde_timestep_divisor)).view(-1) + timestep = 1.0 - sigma + seq_len = int(layout["seq_len"]) + width = latents_input.shape[-1] + + img_pos = layout["img_pos"].view(-1).long().to(device) + audio_pos = layout["audio_pos"].view(-1).long().to(device) + update_mask = layout["update_mask"].view(-1).bool().to(device) + text_pos = layout["text_pos"].view(-1).long().to(device) + + # The transformer takes one row block per modality, each ordered like its + # ``*_indices``, and scatters them into the packed buffer itself. Only the + # target rows are replayed; conditioning rows stay zero, as does the audio + # stream (H3 GRPO trains the video branch only). + video_hidden = torch.zeros(1, int(img_pos.shape[0]), width, device=device, dtype=dtype) + video_hidden[0, update_mask] = latents_input[0].to(dtype) + audio_hidden = torch.zeros(1, int(audio_pos.shape[0]), AUDIO_IN_CHANNELS, device=device, dtype=dtype) + + out = model( + hidden_states=video_hidden, + audio_hidden_states=audio_hidden, + encoder_hidden_states=encoder_hidden_states.to(dtype), + timestep=timestep.to(dtype), + timestep_indices=layout.get("timestep_indices", torch.zeros(seq_len, device=device, dtype=torch.long)), + # Padding rows carry tag -1; the AdaLN table is indexed by tag, so they + # must be folded onto a real modality exactly as the rollout does. + token_tags=tags.long().clamp(min=0), + position_ids=layout["img_position_ids"].to(device=device, dtype=torch.float32), + video_indices=img_pos, + audio_indices=audio_pos, + text_indices=text_pos, + ) + velocity = out[0] if isinstance(out, tuple) else out.sample + # Rows follow video_indices; keep the target subset and return the + # diffusers-compatible flow direction (negated H3 velocity). + return (-velocity[0, update_mask]).to(dtype) + + def cfg_combine( + self, + noise_pred_pos: torch.Tensor, + noise_pred_neg: torch.Tensor, + guidance_scale: float, + true_cfg_scale: float | None = None, + ) -> torch.Tensor: + scale = true_cfg_scale if true_cfg_scale is not None else guidance_scale + if scale == 1.0: + return noise_pred_pos + return noise_pred_neg + scale * (noise_pred_pos - noise_pred_neg) diff --git a/miles/backends/fsdp_utils/configs/train_pipeline_config.py b/miles/backends/fsdp_utils/configs/train_pipeline_config.py index 9c0ee663..c382de03 100644 --- a/miles/backends/fsdp_utils/configs/train_pipeline_config.py +++ b/miles/backends/fsdp_utils/configs/train_pipeline_config.py @@ -95,7 +95,28 @@ class TrainPipelineConfig(abc.ABC): def validate_args(cls, args) -> None: """Family-specific arg validation/defaults; runs once at arg validation.""" + @classmethod # noqa: B027 — optional hook, deliberately non-abstract + def apply_rollout_sampling_params( + cls, + args, + sampling_params: dict, + extra_sampling_params: dict, + ) -> None: + """Adjust the ``POST /rollout/generate`` body for this family; default adjusts nothing. + + Both dicts are mutated in place: ``sampling_params`` is the request body the + generic builder has already filled in, ``extra_sampling_params`` the + family-specific passthrough. Families whose sgl-d request schema rejects some + of the generic fields drop them here. + """ + sde_timestep_divisor = 1.0 + # Per --diffusion-sde-type train-side scorer overrides, for families whose rollout + # dynamics the generic backends cannot score as-is; empty keeps the generic mapping. + sde_step_backend_overrides: dict[str, str] = {} + # LoRA IPC layer grouper for families whose rollout module names or tensor layout + # differ from the trained diffusers ones; None keeps the generic PEFT grouping. + lora_layer_group_collector_path: str | None = None def configure(self, args) -> None: # noqa: B027 optional no-op hook, not abstract """Bind the request constants a family needs at train time; default binds none.""" diff --git a/miles/backends/fsdp_utils/diffusion_update_weight_utils.py b/miles/backends/fsdp_utils/diffusion_update_weight_utils.py index 6d74cac0..29e5016c 100644 --- a/miles/backends/fsdp_utils/diffusion_update_weight_utils.py +++ b/miles/backends/fsdp_utils/diffusion_update_weight_utils.py @@ -468,10 +468,39 @@ def _prepare_lora_param(self, param: torch.Tensor) -> torch.Tensor: ).to_local() return param + def _collect_layer_groups( + self, model: torch.nn.Module + ) -> tuple[list[list[tuple[str, torch.Tensor]]], list[str], int]: + """Group this model's LoRA tensors into rollout layer names, per model family.""" + from miles.utils.misc import load_function + + collector_path = None + if self.args.train_pipeline_config_path: + collector_path = load_function(self.args.train_pipeline_config_path).lora_layer_group_collector_path + if collector_path is None: + return collect_lora_layer_groups(model.state_dict()) + + # A family whose rollout fuses several projections into one layer (H3's + # qkv_proj) combines adapters here, so DTensor shards must resolve first. + lora_state = { + name: self._prepare_lora_param(param) + for name, param in model.state_dict().items() + if PeftLoRAKeyMapper.is_lora_key(name) + } + layer_groups, unmapped_keys, num_lora_keys = load_function(collector_path)(lora_state) + if unmapped_keys: + # The rollout only warns about a name it cannot resolve, which would + # leave that adapter frozen at its checkpoint value. + raise ValueError( + f"{collector_path} could not map {len(unmapped_keys)} adapter modules to " + f"rollout layer names (first 5: {unmapped_keys[:5]})" + ) + return layer_groups, unmapped_keys, num_lora_keys + def update_weights(self) -> None: self.weight_version += 1 for target_module, model in self.models.items(): - layer_groups, unmapped_keys, num_lora_keys = collect_lora_layer_groups(model.state_dict()) + layer_groups, unmapped_keys, num_lora_keys = self._collect_layer_groups(model) bucket: list[tuple[str, torch.Tensor]] = [] bucket_size = 0 num_buckets = 0 @@ -502,7 +531,10 @@ def update_weights(self) -> None: num_buckets += 1 if self.weight_version <= 2 and dist.is_initialized() and dist.get_rank() == 0: - _, num_layers, sample_layers, _ = PeftLoRAKeyMapper.summarize_mapping(model.state_dict()) + # Report the layers actually pushed: a family that fuses projections + # into one rollout layer has fewer layers than PEFT modules. + num_layers = len(layer_groups) + sample_layers = [PeftLoRAKeyMapper.layer_prefix(group[0][0]) for group in layer_groups[:3]] logger.info( "LoRA IPC weight sync v%s [%s]: pushed %d lora tensors, " "%d layer prefixes in %d buckets (unmapped=%d)", diff --git a/miles/backends/fsdp_utils/h3_weight_key_mapper.py b/miles/backends/fsdp_utils/h3_weight_key_mapper.py new file mode 100644 index 00000000..764e0af7 --- /dev/null +++ b/miles/backends/fsdp_utils/h3_weight_key_mapper.py @@ -0,0 +1,182 @@ +"""Map diffusers MiniMax H3 LoRA names to sglang H3 DiT layer names. + +Training uses diffusers ``MiniMaxH3Transformer3DModel`` (separate Q/K/V). +Rollout uses sglang ``MiniMaxH3DiTModel`` (fused ``qkv_proj``). LoRA IPC sync +must therefore rename modules and stack the Q/K/V adapters before the push. + +Names that resolve to no sglang layer are skipped with a warning on the rollout +side, so an incomplete map silently freezes those adapters at their checkpoint +values — anything unrecognized is reported as unmapped instead of guessed. +""" + +from __future__ import annotations + +import re +from collections.abc import Mapping + +import torch + +_QKV_RE = re.compile( + r"^(?P(?:token_refiner\.)?refiner_blocks\.(?P\d+)|transformer_blocks\.(?P\d+))" + r"\.attn\.to_(?Pq|k|v)\.weight$" +) +# After PEFT strip, refiner path is token_refiner.refiner_blocks -> token_refiner.blocks +_QKV_RE_SGL = re.compile( + r"^(?P(?:token_refiner\.)?blocks\.(?P\d+)|blocks\.(?P\d+))" + r"\.attn\.to_(?Pq|k|v)\.weight$" +) + + +def _qkv_group_key(name: str) -> tuple[str, str] | None: + for regex in (_QKV_RE, _QKV_RE_SGL): + m = regex.match(name) + if m is None: + continue + prefix = m.group("prefix") + if prefix.startswith("token_refiner."): + block_idx = m.group("idx") + sgld_prefix = f"token_refiner.blocks.{block_idx}" + elif prefix.startswith("refiner_blocks."): + block_idx = m.group("idx") + sgld_prefix = f"token_refiner.blocks.{block_idx}" + else: + block_idx = m.group("idx2") + sgld_prefix = f"blocks.{block_idx}" + return sgld_prefix, m.group("which") + return None + + +def _swap_gated_ffn_halves(tensor: torch.Tensor) -> torch.Tensor: + """Reorder a gated FFN input projection from diffusers' halves to sglang's. + + diffusers' GEGLU splits the fused projection as ``[up, gate]`` and computes + ``up * gelu(gate)``; sglang's ``mlp.fc1`` splits it as ``[gate, up]`` and + computes ``silu(gate) * up``. Same weights, opposite halves. + """ + rows = tensor.shape[0] + if rows % 2: + raise ValueError(f"H3 gated FFN projection must have an even row count, got {rows}") + half = rows // 2 + return torch.cat([tensor[half:], tensor[:half]], dim=0) + + +_LORA_AB_RE = re.compile(r"\.lora_([AB])(?:\.[^.]+)?(?:\.weight)?$") +_PEFT_PREFIX = "base_model.model." + +# LoRA-able H3 submodules other than Q/K/V, as (diffusers suffix, sglang suffix). +# Kept as an explicit whitelist: an unrecognized module must surface as unmapped +# rather than reach the rollout under a guessed name, where it would be skipped +# with only a warning and silently freeze that adapter. +_LORA_MODULE_SUFFIXES: tuple[tuple[str, str], ...] = ( + (".attn.to_out.0", ".attn.out_proj"), + (".ff.net.0.proj", ".mlp.fc1"), + (".ff.net.2", ".mlp.fc2"), +) + +_BLOCK_PREFIX_REPLACEMENTS: tuple[tuple[str, str], ...] = ( + (r"^token_refiner\.refiner_blocks\.", "token_refiner.blocks."), + (r"^refiner_blocks\.", "token_refiner.blocks."), + (r"^transformer_blocks\.", "blocks."), +) + + +def _strip_peft_prefix(name: str) -> str: + return name[len(_PEFT_PREFIX) :] if name.startswith(_PEFT_PREFIX) else name + + +def _normalize_block_prefix(module_path: str) -> str: + out = module_path + for pattern, repl in _BLOCK_PREFIX_REPLACEMENTS: + out = re.sub(pattern, repl, out) + return out + + +def _stack_qkv_lora(triple: dict[str, dict[str, torch.Tensor]], layer: str) -> tuple[torch.Tensor, torch.Tensor]: + """Stack per-projection LoRA into the 3D layout sglang's fused qkv expects. + + ``MergedColumnParallelLinearWithLoRA`` multiplies a 3D ``B @ A`` batchwise and + flattens the result, so stacking along a leading axis yields a delta ordered + ``[q_all, k_all, v_all]`` — exactly how sglang stores ``qkv_proj.weight``. + Note this differs from the dense path, which must instead emit the head-major + grouped layout because it goes through the checkpoint weight loader. + """ + missing = {"q", "k", "v"} - set(triple) + if missing: + raise ValueError(f"H3 LoRA IPC incomplete QKV for {layer}: missing {sorted(missing)}") + order = ("q", "k", "v") + a_shapes = {triple[w]["A"].shape for w in order} + b_shapes = {triple[w]["B"].shape for w in order} + if len(a_shapes) != 1 or len(b_shapes) != 1: + raise ValueError( + f"H3 LoRA IPC expects MHA-shaped Q/K/V adapters for {layer}, " + f"got A={sorted(a_shapes)} B={sorted(b_shapes)}" + ) + lora_a = torch.stack([triple[w]["A"] for w in order], dim=0) + lora_b = torch.stack([triple[w]["B"] for w in order], dim=0) + return lora_a, lora_b + + +def collect_h3_lora_layer_groups( + state_dict: Mapping[str, torch.Tensor], +) -> tuple[list[list[tuple[str, torch.Tensor]]], list[str], int]: + """Group PEFT LoRA tensors into sglang H3 layer names for IPC weight sync. + + Returns ``(layer_groups, unmapped_keys, num_lora_keys)`` to match + ``collect_lora_layer_groups``; each group holds one layer's A/B pair so they + always land in the same IPC bucket. + """ + per_module: dict[str, dict[str, torch.Tensor]] = {} + unmapped: list[str] = [] + num_lora_keys = 0 + + for name, tensor in state_dict.items(): + if ".lora_A" not in name and ".lora_B" not in name: + continue + stripped = _strip_peft_prefix(name) + match = _LORA_AB_RE.search(stripped) + if match is None: + unmapped.append(name) + continue + per_module.setdefault(stripped[: match.start()], {})[match.group(1)] = tensor + num_lora_keys += 1 + + qkv_pending: dict[str, dict[str, dict[str, torch.Tensor]]] = {} + simple: dict[str, dict[str, torch.Tensor]] = {} + + for module_path, ab in per_module.items(): + if "A" not in ab or "B" not in ab: + unmapped.append(module_path) + continue + + probe = f"{module_path}.weight" + qkv = _qkv_group_key(probe) + if qkv is not None: + sgld_prefix, which = qkv + qkv_pending.setdefault(f"{sgld_prefix}.attn.qkv_proj", {})[which] = ab + continue + + normalized = _normalize_block_prefix(module_path) + for diffusers_suffix, sglang_suffix in _LORA_MODULE_SUFFIXES: + if normalized.endswith(diffusers_suffix): + layer = normalized[: -len(diffusers_suffix)] + sglang_suffix + if diffusers_suffix == ".ff.net.0.proj": + # Gated FFN: diffusers stores [up, gate], sglang fc1 wants + # [gate, up]. Only B is row-indexed by output, so A is untouched. + ab = {"A": ab["A"], "B": _swap_gated_ffn_halves(ab["B"])} + simple[layer] = ab + break + else: + unmapped.append(module_path) + + groups: list[list[tuple[str, torch.Tensor]]] = [] + for layer in sorted(simple): + ab = simple[layer] + groups.append([(f"{layer}.lora_A", ab["A"]), (f"{layer}.lora_B", ab["B"])]) + for layer in sorted(qkv_pending): + lora_a, lora_b = _stack_qkv_lora(qkv_pending[layer], layer) + groups.append([(f"{layer}.lora_A", lora_a), (f"{layer}.lora_B", lora_b)]) + + return groups, unmapped, num_lora_keys + + +__all__ = ["collect_h3_lora_layer_groups"] diff --git a/miles/backends/fsdp_utils/models/diffusers/h3/__init__.py b/miles/backends/fsdp_utils/models/diffusers/h3/__init__.py new file mode 100644 index 00000000..8b137891 --- /dev/null +++ b/miles/backends/fsdp_utils/models/diffusers/h3/__init__.py @@ -0,0 +1 @@ + diff --git a/miles/backends/fsdp_utils/models/diffusers/h3/parallel_plan.py b/miles/backends/fsdp_utils/models/diffusers/h3/parallel_plan.py new file mode 100644 index 00000000..6f539c9c --- /dev/null +++ b/miles/backends/fsdp_utils/models/diffusers/h3/parallel_plan.py @@ -0,0 +1,6 @@ +from miles.backends.fsdp_utils.models.parallel_plan import FSDPParallelPlan + + +# Empty: MiniMaxH3Transformer3DModel already declares its _no_split_modules, and no +# submodule needs to be pinned off the global param dtype. +FSDP_PARALLEL_PLAN = FSDPParallelPlan() diff --git a/miles/backends/fsdp_utils/sde_step_backend.py b/miles/backends/fsdp_utils/sde_step_backend.py index 7a667580..8b90b652 100644 --- a/miles/backends/fsdp_utils/sde_step_backend.py +++ b/miles/backends/fsdp_utils/sde_step_backend.py @@ -21,6 +21,19 @@ import torch +def _sigmas_from_timesteps( + timesteps: torch.Tensor, + next_timesteps: torch.Tensor, + *, + divisor: float, + ndim: int, +) -> tuple[torch.Tensor, torch.Tensor]: + """Linear timestep<->σ map: timesteps are σ×divisor, so σ comes from the carried + rollout values directly — no scheduler, no positional-alignment assumption.""" + view = (-1, *([1] * (ndim - 1))) + return (timesteps.float() / divisor).view(view), (next_timesteps.float() / divisor).view(view) + + class SdeStepBackend(abc.ABC): def __init__(self, scheduler=None, *, sde_timestep_divisor: float = 1.0): # Primitive params only (no train pipeline config) so the rollout process — which has @@ -102,6 +115,10 @@ def resolve_sigmas( view = (-1, *([1] * (ndim - 1))) return self.scheduler.sigmas[step_index].view(view), self.scheduler.sigmas[prev_step_index].view(view) + def sigma_max(self) -> float: + """σ substituted at σ=1, where the ``1/(1-σ)`` diffusion factor is singular.""" + return self.scheduler.sigmas[1].item() + def prev_sample_mean_and_std( self, model_output: torch.Tensor, @@ -111,7 +128,7 @@ def prev_sample_mean_and_std( *, noise_level: float, ) -> tuple[torch.Tensor, torch.Tensor, torch.Tensor]: - sigma_max = self.scheduler.sigmas[1].item() + sigma_max = self.sigma_max() dt = sigma_prev - sigma std_dev_t = torch.sqrt(sigma / (1 - torch.where(sigma == 1, sigma_max, sigma))) * noise_level @@ -122,17 +139,58 @@ def prev_sample_mean_and_std( return prev_mean, std_dev_t * torch.sqrt(-1 * dt), std_dev_t +class H3SdeStepBackend(DiffusersSdeStepBackend): + """Flow-matching SDE with σ read off the rollout timesteps instead of a scheduler. + + Only σ resolution differs from the generic backend: H3 relates timestep and σ + linearly, so its diffusers scheduler is never given a σ grid to look up. The + dynamics kernel is inherited, which is what keeps it identical to sgl-d's + ``rollout_sde_type="sde"`` branch. + """ + + def resolve_sigmas( + self, timesteps: torch.Tensor, next_timesteps: torch.Tensor, *, ndim: int + ) -> tuple[torch.Tensor, torch.Tensor]: + return _sigmas_from_timesteps(timesteps, next_timesteps, divisor=float(self.sde_timestep_divisor), ndim=ndim) + + def sigma_max(self) -> float: + # Mirrors sgl-d's ``_h3_rollout_sigma_max`` default. Never actually substituted: + # σ=1 is rejected below, and no real σ grid is loaded to read a neighbour from. + return 1.0 + + def prev_sample_mean_and_std( + self, + model_output: torch.Tensor, + sample: torch.Tensor, + sigma: torch.Tensor, + sigma_prev: torch.Tensor, + *, + noise_level: float, + ) -> tuple[torch.Tensor, torch.Tensor, torch.Tensor]: + if bool(torch.any(sigma >= 1.0)): + # 1/(1-σ) is singular there and the rollout engine silently yields NaN latents, + # so fail loudly instead of training on them. + raise ValueError( + "H3 flow-SDE is singular at σ=1 (the first denoising step). Exclude it from " + "the SDE window, e.g. --diffusion-sde-window-range 1,N, or use " + "--diffusion-sde-type cps." + ) + return super().prev_sample_mean_and_std( + model_output, + sample, + sigma, + sigma_prev, + noise_level=noise_level, + ) + + class CpsSdeStepBackend(SdeStepBackend): """CPS dynamics; σ = timestep/divisor resolved straight from the rollout values.""" def resolve_sigmas( self, timesteps: torch.Tensor, next_timesteps: torch.Tensor, *, ndim: int ) -> tuple[torch.Tensor, torch.Tensor]: - # Linear timestep<->σ (timesteps are σ×divisor), so σ/σ_next come directly from the - # carried rollout values — no scheduler, no positional-alignment assumption. - divisor = float(self.sde_timestep_divisor) - view = (-1, *([1] * (ndim - 1))) - return (timesteps.float() / divisor).view(view), (next_timesteps.float() / divisor).view(view) + return _sigmas_from_timesteps(timesteps, next_timesteps, divisor=float(self.sde_timestep_divisor), ndim=ndim) def prev_sample_mean_and_std( self, diff --git a/miles/rollout/sglang_diffusion_rollout.py b/miles/rollout/sglang_diffusion_rollout.py index 411cf057..c9012c7e 100644 --- a/miles/rollout/sglang_diffusion_rollout.py +++ b/miles/rollout/sglang_diffusion_rollout.py @@ -69,10 +69,15 @@ def build_rollout_sampling_params( if args.diffusion_fps is not None: sampling_params["fps"] = int(args.diffusion_fps) + extra_sampling_params = dict(extra_sampling_params or {}) if args.diffusion_guidance_scale_2 is not None: - extra_sampling_params = dict(extra_sampling_params or {}) extra_sampling_params["guidance_scale_2"] = float(args.diffusion_guidance_scale_2) + if args.train_pipeline_config_path: + load_function(args.train_pipeline_config_path).apply_rollout_sampling_params( + args, sampling_params, extra_sampling_params + ) + if extra_sampling_params: sampling_params["extra_sampling_params"] = extra_sampling_params diff --git a/miles/utils/arguments.py b/miles/utils/arguments.py index 7a5426ff..6eca8018 100644 --- a/miles/utils/arguments.py +++ b/miles/utils/arguments.py @@ -289,6 +289,24 @@ def add_rollout_arguments(parser): default=512, help="Width of the trained media: rollout output width, SFT encode center-crop width.", ) + parser.add_argument( + "--diffusion-h3-aspect-ratio", + type=str, + default="16:9", + help="MiniMax H3 target aspect_ratio: one of 21:9, 16:9, 4:3, 1:1, 3:4, 9:16.", + ) + parser.add_argument( + "--diffusion-h3-duration-seconds", + type=float, + default=5.0, + help="MiniMax H3 target duration_seconds for rollout (4.0-15.0).", + ) + parser.add_argument( + "--diffusion-audio-flow-shift", + type=float, + default=3.0, + help="MiniMax H3 audio_flow_shift for rollout.", + ) parser.add_argument( "--diffusion-negative-prompt", type=str, @@ -1676,6 +1694,8 @@ def miles_validate_args(args): # NFT does not use the placeholder backend. "ode": "miles.backends.fsdp_utils.sde_step_backend.DiffusersSdeStepBackend", } + if args.train_pipeline_config_path is not None: + sde_step_backends |= load_function(args.train_pipeline_config_path).sde_step_backend_overrides if args.diffusion_sde_type not in sde_step_backends: raise ValueError( f"no train-side sde step backend for --diffusion-sde-type {args.diffusion_sde_type!r}; " diff --git a/miles/utils/diffusion_rollout_response.py b/miles/utils/diffusion_rollout_response.py index 8a1727f6..1e2cb377 100644 --- a/miles/utils/diffusion_rollout_response.py +++ b/miles/utils/diffusion_rollout_response.py @@ -120,9 +120,35 @@ def _parse_cond_kwargs( data.get("audio_encoder_attention_mask"), deserialize_func=deserialize_func ), pooled_projections=_parse_tensor_or_list(data.get("pooled_projections"), deserialize_func=deserialize_func), + h3_packed_layout=_parse_h3_packed_layout(data.get("h3_packed_layout"), deserialize_func=deserialize_func), + h3_token_tags=_deserialize_optional_tensor(data.get("h3_token_tags"), deserialize_func=deserialize_func), ) +def _deserialize_optional_tensor(value, *, deserialize_func): + if value is None: + return None + if isinstance(value, dict) and value.get("__tensor__"): + return deserialize_func(value) + if isinstance(value, torch.Tensor): + return value + return value + + +def _parse_h3_packed_layout(value, *, deserialize_func): + if value is None: + return None + if not isinstance(value, dict): + return value + out = {} + for key, item in value.items(): + if isinstance(item, dict) and item.get("__tensor__"): + out[key] = deserialize_func(item) + else: + out[key] = item + return out + + def _parse_denoising_env( data: dict[str, Any] | None, *, diff --git a/miles/utils/types.py b/miles/utils/types.py index 0864a1c6..66430cff 100644 --- a/miles/utils/types.py +++ b/miles/utils/types.py @@ -33,6 +33,9 @@ class CondKwargs: encoder_attention_mask: list[torch.Tensor] | None = None audio_encoder_attention_mask: list[torch.Tensor] | None = None pooled_projections: list[torch.Tensor] | None = None + # MiniMax H3 packed-sequence replay metadata (from rollout denoising_env). + h3_packed_layout: dict | None = None + h3_token_tags: torch.Tensor | None = None @dataclass diff --git a/requirements.txt b/requirements.txt index 2d8f27ca..fd93a32f 100644 --- a/requirements.txt +++ b/requirements.txt @@ -2,7 +2,10 @@ accelerate==1.12.0 addict==2.4.0 blobfile==3.0.0 datasets==4.4.2 -diffusers==0.38.0 +# MiniMax H3 (PR #14355) is merged into diffusers main but ships in no release yet: +# 0.39.0 predates the merge. Pinned to the merge commit on main; switch to the next +# stable release once it is out. +diffusers @ git+https://github.com/huggingface/diffusers.git@f53d552036a0d1bd5570782a39cd40cfabf112bc fastapi==0.128.8 httpx[http2]==0.28.1 ltx-core @ git+https://github.com/Lightricks/LTX-2.git@780984275fd47128b02bef9b5c085404276866ee#subdirectory=packages/ltx-core diff --git a/scripts/run_diffusion_grpo_h3_t2va_2gpu.py b/scripts/run_diffusion_grpo_h3_t2va_2gpu.py new file mode 100644 index 00000000..8189c190 --- /dev/null +++ b/scripts/run_diffusion_grpo_h3_t2va_2gpu.py @@ -0,0 +1,212 @@ +"""MiniMax H3 t2va PickScore Flow-GRPO: 2-GPU FSDP train + sglang rollout, reward colocated. + +Ported from the verl-omni DanceGRPO task18 recipe. Two of its settings cannot be +reproduced here and are deliberately different: + * Resolution/frames: sglang H3 pins short_edge=768 and duration >= 4s with 17n+5 + frame alignment at 24 fps, so the smallest legal spec is 1344x768 / 107 frames. + verl's 480x864 / 56f (2.33s) is not a valid H3 request. + * 2 GPUs instead of 8, so batch x group is smaller than verl's 8x16. + +The SDE window starts at step 1, not 0: the flow-SDE diffusion factor carries a +1/(1-sigma) that is singular at the first step (sigma=1), where the rollout engine +silently emits NaN latents. Excluding that one step is what lets this run use sde +(matching verl) instead of falling back to cps. + +Aligned with verl: LoRA 64/128, lr 1e-4, weight_decay 1e-4, adam_eps 1e-15, +noise_level 0.7, 10 inference steps, SDE window size 2, flow_shift 12.0 / +audio_flow_shift 3.0, PickScore over 8 frames. + +The router health-check window is widened well past its 30s x 3 default: H3 denoising +blocks the engine's uvicorn event loop for ~43s per sample, so /health cannot answer +while a request runs. A 16-sample eval keeps the loop busy for ~800s straight, which +trips the default threshold and quarantines a perfectly healthy engine permanently +(router.py marks DEAD with no revive path). + +Batch math: rollout_batch_size prompts x n_samples_per_prompt samples per rollout, +split into num_steps_per_rollout optimizer steps. The GRPO group is +n_samples_per_prompt, since advantages are standardized within a prompt's group, so a +small group leaves a weak, noisy signal. eval_interval and save_interval count rollout +iterations, not optimizer steps. + +Usage: + python3 scripts/run_diffusion_grpo_h3_t2va_2gpu.py + python3 scripts/run_diffusion_grpo_h3_t2va_2gpu.py --num-rollout 5 --cuda-visible-devices 0,3 + + # rollout-only smoke: sglang rollout + reward, no FSDP train + python3 scripts/run_diffusion_grpo_h3_t2va_2gpu.py --num-rollout 1 \ + --n-samples-per-prompt 1 --eval-interval 0 --extra-args "--debug-rollout-only" + + # train/rollout alignment diagnostic: freeze the weights so log_prob_mean_abs_diff + # measures pure train-vs-rollout deviation rather than parameter drift + python3 scripts/run_diffusion_grpo_h3_t2va_2gpu.py --num-rollout 2 \ + --eval-interval 0 --debug-alignment +""" + +from dataclasses import dataclass +from pathlib import Path + +import typer + +import miles.utils.external_utils.command_utils as U + +MODEL = "MiniMaxAI/MiniMax-H3" +DATASET = "rockdu/miles-diffusion-datasets" +DATASET_SUBSET = "flowgrpo_pickscore" +WANDB_PROJECT = "miles-diffusion-grpo" + + +@dataclass +class ScriptArgs(U.ExecuteTrainConfig): + cuda_visible_devices: str = "0,1" + num_rollout: int = 30 + rollout_batch_size: int = 2 + n_samples_per_prompt: int = 8 + num_steps_per_rollout: int = 2 + eval_interval: int = 10 + # miles has no eval-sample cap (verl used val_max_samples=64), so a fixed slice of + # the test split stands in: all 2048 prompts would take >60h at 20 steps here. + eval_size: int = 16 + save_interval: int = 10 + data_dir: str = "/root/datasets" + debug_alignment: bool = False + extra_args: str = "" + + +def prepare(args: ScriptArgs) -> str: + local_dir = U.hf_download_dataset(DATASET, include=f"{DATASET_SUBSET}/**", data_dir=args.data_dir) + return f"{local_dir}/{DATASET_SUBSET}" + + +def _eval_slice(prompt_dir: str, eval_size: int) -> str: + eval_data = Path(prompt_dir) / f"val_{eval_size}.jsonl" + if not eval_data.exists(): + with open(Path(prompt_dir) / "test.jsonl") as f: + lines = [next(f) for _ in range(eval_size)] + eval_data.write_text("".join(lines)) + return str(eval_data) + + +def execute(args: ScriptArgs, prompt_dir: str) -> None: + run_name = f"diffusion_grpo_h3_t2va_{U.create_run_id()}" + + ckpt_args = ( + f"--hf-checkpoint {MODEL} " + f"--save {args.output_dir}/{run_name}/ckpt " + f"--save-interval {args.save_interval} " + ) + + rollout_args = ( + "--rollout-function-path miles.rollout.sglang_diffusion_rollout.generate_rollout " + f"--prompt-data {prompt_dir}/train.jsonl " + "--input-key input " + f"--rollout-batch-size {args.rollout_batch_size} " + f"--n-samples-per-prompt {args.n_samples_per_prompt} " + f"--num-steps-per-rollout {args.num_steps_per_rollout} " + f"--num-rollout {args.num_rollout} " + "--rollout-microgroup-size 1 " + "--micro-batch-size-sample 1 " + "--micro-batch-size-tstep 1 " + "--diffusion-train-iter-order sample_major " + ) + + diffusion_args = ( + f"--diffusion-model {MODEL} " + "--diffusion-num-steps 10 " + "--diffusion-guidance-scale 1.0 " + "--diffusion-noise-level 0.7 " + "--diffusion-sde-type sde " + "--diffusion-step-strategy-path miles.rollout.step_strategy_hub.sde_window " + "--diffusion-num-sde-steps 2 " + "--diffusion-sde-window-range 1,4 " + "--diffusion-h3-aspect-ratio 16:9 " + "--diffusion-h3-duration-seconds 4 " + "--diffusion-audio-flow-shift 3.0 " + "--diffusion-flow-shift 12.0 " + ) + + eval_args = "" + if args.eval_interval: + eval_args = ( + f"--eval-interval {args.eval_interval} " + f"--eval-prompt-data pickscore_val {_eval_slice(prompt_dir, args.eval_size)} " + "--n-samples-per-eval-prompt 1 " + "--diffusion-eval-num-steps 20 " + ) + + grpo_args = ( + "--advantage-estimator grpo --globalize-reward-std --diffusion-clip-range 1e-4 --diffusion-kl-beta 0.0 " + ) + + optimizer_args = "--lr 1e-4 --weight-decay 1e-4 --adam-eps 1e-15 " + + # H3's rollout DiT renames modules and fuses Q/K/V, so weights only reach the engine + # through the LoRA IPC path's layer grouper; the family rejects any other sync mode. + lora_args = "--use-lora --lora-ipc-weight-sync --lora-rank 64 --lora-alpha 128 " + + reward_args = ( + "--rm-type pickscore " + "--pickscore-processor-path laion/CLIP-ViT-H-14-laion2B-s32B-b79K " + "--pickscore-model-path yuvalkirstain/PickScore_v1 " + "--pickscore-num-frames 8 " + "--pickscore-num-workers 1 " + "--pickscore-num-gpus-per-worker 0 " + "--pickscore-batch-size 4 " + "--rollout-parser-num-workers 2 " + ) + + wandb_args = U.get_default_wandb_args(__file__, run_id=run_name, project=WANDB_PROJECT, wandb_log_num_images=4) + + sglang_args = ( + "--use-miles-router " + "--sglang-server-concurrency 1 " + "--sglang-tp-size 2 " + "--sglang-sp-degree 1 " + "--sglang-ulysses-degree 1 " + "--sglang-ring-degree 1 " + "--sglang-dit-precision bf16 " + "--update-weight-buffer-size 2147483648 " + ) + + train_backend_args = ( + "--train-backend fsdp " + "--fsdp-master-dtype bf16 " + "--fsdp-reduce-dtype bf16 " + "--diffusion-forward-dtype bf16 " + ) + + perf_args = "--gradient-checkpointing " + + debug_args = "--debug-skip-optimizer-step " if args.debug_alignment else "" + + misc_args = ( + "--actor-num-nodes 1 " + "--actor-num-gpus-per-node 2 " + "--rollout-num-gpus 2 " + "--rollout-num-gpus-per-engine 2 " + "--num-gpus-per-node 2 " + "--colocate " + "--colocate-reward " + "--rollout-health-check-interval 60 " + "--miles-router-health-check-failure-threshold 30 " + ) + + U.execute_train( + train_args=( + f"{ckpt_args} {rollout_args} {diffusion_args} {eval_args} {grpo_args} {optimizer_args} " + f"{lora_args} {reward_args} {wandb_args} {sglang_args} {train_backend_args} {perf_args} " + f"{debug_args} {misc_args} {args.extra_args}" + ), + num_gpus_per_node=2, + config=args, + extra_env_vars={"PYTORCH_CUDA_ALLOC_CONF": "expandable_segments:True"}, + ) + + +@U.dataclass_cli +def main(args: ScriptArgs) -> None: + prompt_dir = prepare(args) + execute(args, prompt_dir) + + +if __name__ == "__main__": + typer.run(main) From cba30e02c01374392807e2f915f74f8c15b9097c Mon Sep 17 00:00:00 2001 From: niehen6174 Date: Sun, 16 Aug 2026 15:08:49 +0000 Subject: [PATCH 05/17] clear h3 sde --- miles/backends/fsdp_utils/configs/h3.py | 7 -- .../configs/train_pipeline_config.py | 1 + miles/backends/fsdp_utils/sde_step_backend.py | 70 ++----------------- 3 files changed, 7 insertions(+), 71 deletions(-) diff --git a/miles/backends/fsdp_utils/configs/h3.py b/miles/backends/fsdp_utils/configs/h3.py index b1e586af..dd4790e7 100644 --- a/miles/backends/fsdp_utils/configs/h3.py +++ b/miles/backends/fsdp_utils/configs/h3.py @@ -21,13 +21,6 @@ class H3TrainPipelineConfig(TrainPipelineConfig): supports_cfg_training = False needs_timestep_scaling = False sde_timestep_divisor = 1000.0 - # σ comes from the rollout timesteps, not a scheduler index: CPS already resolves it that - # way, so only the flow-SDE dynamics needs an H3 variant. - sde_step_backend_overrides = { - "sde": "miles.backends.fsdp_utils.sde_step_backend.H3SdeStepBackend", - "cps": "miles.backends.fsdp_utils.sde_step_backend.CpsSdeStepBackend", - "ode": "miles.backends.fsdp_utils.sde_step_backend.CpsSdeStepBackend", - } optimizer_state_allowed_missing = ["audio"] lora_layer_group_collector_path = "miles.backends.fsdp_utils.h3_weight_key_mapper.collect_h3_lora_layer_groups" diff --git a/miles/backends/fsdp_utils/configs/train_pipeline_config.py b/miles/backends/fsdp_utils/configs/train_pipeline_config.py index 741e7a70..bad83e93 100644 --- a/miles/backends/fsdp_utils/configs/train_pipeline_config.py +++ b/miles/backends/fsdp_utils/configs/train_pipeline_config.py @@ -66,6 +66,7 @@ def resolve_diffusion_model_family(model_ref: str) -> str: def get_train_pipeline_config_cls(family: str) -> type[TrainPipelineConfig]: """The TrainPipelineConfig class registered for a resolved family key.""" + _populate_registry() cls = _REGISTRY.get(family.lower()) if cls is None: raise ValueError( diff --git a/miles/backends/fsdp_utils/sde_step_backend.py b/miles/backends/fsdp_utils/sde_step_backend.py index 8b90b652..7a667580 100644 --- a/miles/backends/fsdp_utils/sde_step_backend.py +++ b/miles/backends/fsdp_utils/sde_step_backend.py @@ -21,19 +21,6 @@ import torch -def _sigmas_from_timesteps( - timesteps: torch.Tensor, - next_timesteps: torch.Tensor, - *, - divisor: float, - ndim: int, -) -> tuple[torch.Tensor, torch.Tensor]: - """Linear timestep<->σ map: timesteps are σ×divisor, so σ comes from the carried - rollout values directly — no scheduler, no positional-alignment assumption.""" - view = (-1, *([1] * (ndim - 1))) - return (timesteps.float() / divisor).view(view), (next_timesteps.float() / divisor).view(view) - - class SdeStepBackend(abc.ABC): def __init__(self, scheduler=None, *, sde_timestep_divisor: float = 1.0): # Primitive params only (no train pipeline config) so the rollout process — which has @@ -115,10 +102,6 @@ def resolve_sigmas( view = (-1, *([1] * (ndim - 1))) return self.scheduler.sigmas[step_index].view(view), self.scheduler.sigmas[prev_step_index].view(view) - def sigma_max(self) -> float: - """σ substituted at σ=1, where the ``1/(1-σ)`` diffusion factor is singular.""" - return self.scheduler.sigmas[1].item() - def prev_sample_mean_and_std( self, model_output: torch.Tensor, @@ -128,7 +111,7 @@ def prev_sample_mean_and_std( *, noise_level: float, ) -> tuple[torch.Tensor, torch.Tensor, torch.Tensor]: - sigma_max = self.sigma_max() + sigma_max = self.scheduler.sigmas[1].item() dt = sigma_prev - sigma std_dev_t = torch.sqrt(sigma / (1 - torch.where(sigma == 1, sigma_max, sigma))) * noise_level @@ -139,58 +122,17 @@ def prev_sample_mean_and_std( return prev_mean, std_dev_t * torch.sqrt(-1 * dt), std_dev_t -class H3SdeStepBackend(DiffusersSdeStepBackend): - """Flow-matching SDE with σ read off the rollout timesteps instead of a scheduler. - - Only σ resolution differs from the generic backend: H3 relates timestep and σ - linearly, so its diffusers scheduler is never given a σ grid to look up. The - dynamics kernel is inherited, which is what keeps it identical to sgl-d's - ``rollout_sde_type="sde"`` branch. - """ - - def resolve_sigmas( - self, timesteps: torch.Tensor, next_timesteps: torch.Tensor, *, ndim: int - ) -> tuple[torch.Tensor, torch.Tensor]: - return _sigmas_from_timesteps(timesteps, next_timesteps, divisor=float(self.sde_timestep_divisor), ndim=ndim) - - def sigma_max(self) -> float: - # Mirrors sgl-d's ``_h3_rollout_sigma_max`` default. Never actually substituted: - # σ=1 is rejected below, and no real σ grid is loaded to read a neighbour from. - return 1.0 - - def prev_sample_mean_and_std( - self, - model_output: torch.Tensor, - sample: torch.Tensor, - sigma: torch.Tensor, - sigma_prev: torch.Tensor, - *, - noise_level: float, - ) -> tuple[torch.Tensor, torch.Tensor, torch.Tensor]: - if bool(torch.any(sigma >= 1.0)): - # 1/(1-σ) is singular there and the rollout engine silently yields NaN latents, - # so fail loudly instead of training on them. - raise ValueError( - "H3 flow-SDE is singular at σ=1 (the first denoising step). Exclude it from " - "the SDE window, e.g. --diffusion-sde-window-range 1,N, or use " - "--diffusion-sde-type cps." - ) - return super().prev_sample_mean_and_std( - model_output, - sample, - sigma, - sigma_prev, - noise_level=noise_level, - ) - - class CpsSdeStepBackend(SdeStepBackend): """CPS dynamics; σ = timestep/divisor resolved straight from the rollout values.""" def resolve_sigmas( self, timesteps: torch.Tensor, next_timesteps: torch.Tensor, *, ndim: int ) -> tuple[torch.Tensor, torch.Tensor]: - return _sigmas_from_timesteps(timesteps, next_timesteps, divisor=float(self.sde_timestep_divisor), ndim=ndim) + # Linear timestep<->σ (timesteps are σ×divisor), so σ/σ_next come directly from the + # carried rollout values — no scheduler, no positional-alignment assumption. + divisor = float(self.sde_timestep_divisor) + view = (-1, *([1] * (ndim - 1))) + return (timesteps.float() / divisor).view(view), (next_timesteps.float() / divisor).view(view) def prev_sample_mean_and_std( self, From 6dcb7d693ae5985fd908a7bc1b0721108de166f5 Mon Sep 17 00:00:00 2001 From: niehen6174 Date: Mon, 17 Aug 2026 03:59:16 +0000 Subject: [PATCH 06/17] docs: add H3 GRPO result plots for PR 154 --- docs/assets/pr-154/eval_reward.png | Bin 0 -> 60793 bytes docs/assets/pr-154/log_prob_diff.png | Bin 0 -> 79284 bytes docs/assets/pr-154/train_rollout_reward.png | Bin 0 -> 125378 bytes 3 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 docs/assets/pr-154/eval_reward.png create mode 100644 docs/assets/pr-154/log_prob_diff.png create mode 100644 docs/assets/pr-154/train_rollout_reward.png diff --git a/docs/assets/pr-154/eval_reward.png b/docs/assets/pr-154/eval_reward.png new file mode 100644 index 0000000000000000000000000000000000000000..456d2b678fd9fae49c3adc046d41506c7cb9f8af GIT binary patch literal 60793 zcmeFZhd-Bn`#*kKS&^NL$jrz}k-f4hqsSgv**mf#AtBj2TefVnlR_B@Ws4$PcE%Q*${(OJGzu^1$ydT$faT#ytc)gC}xsEgJrn&+V0Sy6yAVf-va+(N&!-yc5jCiNu zD{-&7GT?)V+jU(xEk{c?Pg55QM9tLA$t#S>9u_0hzg}5| z;rNRG{121nIX1?y(0{!YEfND*{{5{uQ_Sc8d?!@<@&EqPpNpX_f8!GddTn10CSA5F zcm1J`v}RoopI%rfmUilaoL~LV{Y@$s}n^ z>+VRYAszt%CQ^K-@|3st{O_fmwU(2}{{EYZiHRnk3vbPTy=oKE6~$ow<&^~zP+{Jc zrIoKPFy9qP-|-L&7yeY}^>8X1COIai!a%t|M!aO=KsYwe$0O1XJA#P_T)u32_pWy7${E_Lr;m@1%gf89l$Dk1Yt+8Z zY|i&A^k-rrCZF=u62-h;sqX*!(KjpWrvo^&@=QJ?U)fu(?3-R$Au=>HR13K- zCl^OI^5<=`IPIsJeesBhf=f$FyYpissrfONM#{PlwwE%?%E|_9Nndsc;t-mcm;{7| z;@M3#8-AK0A=RL4C4D9*Czo?G>by9g+d{wD=PUgD8qR`pxd|L3YM0zD(OZ~k6e6YyzW(*VBJ3m9@Y=#B6A2*xUb+VQON+sCB$KuaYY1fBr_gn6!Zb-K$rx zOziE6JUu<#mWI_XW%Hhaqsvx^!bIYEjfq`dUFYWJ7#SInnVFf;sHl+e@Nl=Zwm?{( zq}0@*4|Z2CT)TGe`}gnGLj|O-o0?2*ZHv~u6(Z@{qL~$t*M`QG-rGN2+z*eAoHyr` zkbuTU(LB{8CLIM5Y@fr8u6G|kT!&NQ^E

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train_pipeline_config_path; getattr keeps the H3 hook from crashing. Unset negative_prompt stays omitted so main's #172 contract still holds. --- miles/rollout/sglang_diffusion_rollout.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/miles/rollout/sglang_diffusion_rollout.py b/miles/rollout/sglang_diffusion_rollout.py index fd4f7ea0..4d30a033 100644 --- a/miles/rollout/sglang_diffusion_rollout.py +++ b/miles/rollout/sglang_diffusion_rollout.py @@ -40,7 +40,6 @@ def build_rollout_sampling_params( sampling_params: dict[str, Any] = { "generator_device": args.diffusion_generator_device, - "negative_prompt": neg, "width": args.diffusion_width, "height": args.diffusion_height, "num_inference_steps": num_steps, @@ -48,6 +47,9 @@ def build_rollout_sampling_params( "true_cfg_scale": args.diffusion_true_cfg_scale, } + if neg is not None: + sampling_params["negative_prompt"] = neg + if evaluation: sampling_params["rollout"] = False else: @@ -73,7 +75,8 @@ def build_rollout_sampling_params( if args.diffusion_guidance_scale_2 is not None: extra_sampling_params["guidance_scale_2"] = float(args.diffusion_guidance_scale_2) - if args.train_pipeline_config_path: + # Tests (and other hand-built Namespaces) may omit this; production parse always sets it. + if getattr(args, "train_pipeline_config_path", None): load_function(args.train_pipeline_config_path).apply_rollout_sampling_params( args, sampling_params, extra_sampling_params ) @@ -92,8 +95,6 @@ def build_rollout_generate_payload( ) -> dict[str, Any]: """Build full JSON payload for ``POST /rollout/generate`` (``RolloutImageRequest``).""" sampling_params["prompt"] = prompt - if sampling_params.get("negative_prompt") is None and float(sampling_params.get("guidance_scale", 1.0)) != 1.0: - sampling_params["negative_prompt"] = " " # FlowGRPO default when CFG is on sampling_params["num_outputs_per_prompt"] = num_outputs_per_prompt return sampling_params From 90ef2936c509d9874aa47556251b9d0cc1e470d7 Mon Sep 17 00:00:00 2001 From: niehen6174 Date: Tue, 18 Aug 2026 12:08:45 +0000 Subject: [PATCH 08/17] fix(fsdp): tolerate missing train_pipeline_config_path in LoRA IPC The H3 family hook reads args.train_pipeline_config_path to pick a layer grouper. The 3-GPU LoRA IPC unit test builds a bare Namespace, so the attribute is absent and stage-b-3-gpu-h200 died with exit 255 (run_suite maps any failure to -1). Same getattr guard as rollout. --- miles/backends/fsdp_utils/diffusion_update_weight_utils.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/miles/backends/fsdp_utils/diffusion_update_weight_utils.py b/miles/backends/fsdp_utils/diffusion_update_weight_utils.py index ff45c213..c0e35006 100644 --- a/miles/backends/fsdp_utils/diffusion_update_weight_utils.py +++ b/miles/backends/fsdp_utils/diffusion_update_weight_utils.py @@ -463,8 +463,9 @@ def _collect_layer_groups( from miles.utils.misc import load_function collector_path = None - if self.args.train_pipeline_config_path: - collector_path = load_function(self.args.train_pipeline_config_path).lora_layer_group_collector_path + config_path = getattr(self.args, "train_pipeline_config_path", None) + if config_path: + collector_path = load_function(config_path).lora_layer_group_collector_path if collector_path is None: return collect_lora_layer_groups(model.state_dict()) From 79ed623a68076a96c01d5b263addbed37840c184 Mon Sep 17 00:00:00 2001 From: rockdu Date: Wed, 19 Aug 2026 22:59:30 -0700 Subject: [PATCH 09/17] chore(docs): drop the duplicate H3 curve assets superseded by #179 --- docs/assets/pr-154/eval_reward.png | Bin 60793 -> 0 bytes docs/assets/pr-154/log_prob_diff.png | Bin 79284 -> 0 bytes docs/assets/pr-154/train_rollout_reward.png | Bin 125378 -> 0 bytes 3 files changed, 0 insertions(+), 0 deletions(-) delete mode 100644 docs/assets/pr-154/eval_reward.png delete mode 100644 docs/assets/pr-154/log_prob_diff.png delete mode 100644 docs/assets/pr-154/train_rollout_reward.png diff --git a/docs/assets/pr-154/eval_reward.png b/docs/assets/pr-154/eval_reward.png deleted file mode 100644 index 456d2b678fd9fae49c3adc046d41506c7cb9f8af..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 60793 zcmeFZhd-Bn`#*kKS&^NL$jrz}k-f4hqsSgv**mf#AtBj2TefVnlR_B@Ws4$PcE%Q*${(OJGzu^1$ydT$faT#ytc)gC}xsEgJrn&+V0Sy6yAVf-va+(N&!-yc5jCiNu zD{-&7GT?)V+jU(xEk{c?Pg55QM9tLA$t#S>9u_0hzg}5| z;rNRG{121nIX1?y(0{!YEfND*{{5{uQ_Sc8d?!@<@&EqPpNpX_f8!GddTn10CSA5F zcm1J`v}RoopI%rfmUilaoL~LV{Y@$s}n^ z>+VRYAszt%CQ^K-@|3st{O_fmwU(2}{{EYZiHRnk3vbPTy=oKE6~$ow<&^~zP+{Jc zrIoKPFy9qP-|-L&7yeY}^>8X1COIai!a%t|M!aO=KsYwe$0O1XJA#P_T)u32_pWy7${E_Lr;m@1%gf89l$Dk1Yt+8Z zY|i&A^k-rrCZF=u62-h;sqX*!(KjpWrvo^&@=QJ?U)fu(?3-R$Au=>HR13K- zCl^OI^5<=`IPIsJeesBhf=f$FyYpissrfONM#{PlwwE%?%E|_9Nndsc;t-mcm;{7| z;@M3#8-AK0A=RL4C4D9*Czo?G>by9g+d{wD=PUgD8qR`pxd|L3YM0zD(OZ~k6e6YyzW(*VBJ3m9@Y=#B6A2*xUb+VQON+sCB$KuaYY1fBr_gn6!Zb-K$rx zOziE6JUu<#mWI_XW%Hhaqsvx^!bIYEjfq`dUFYWJ7#SInnVFf;sHl+e@Nl=Zwm?{( zq}0@*4|Z2CT)TGe`}gnGLj|O-o0?2*ZHv~u6(Z@{qL~$t*M`QG-rGN2+z*eAoHyr` zkbuTU(LB{8CLIM5Y@fr8u6G|kT!&NQ^E

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zJt?+B4u#B8Cx{dv(J2fRWxZ7blbIr#P(nD|d-m9en7X6Kj@2V>qk!J{q&AUz`txEAh#pZXghWOrJ$l5C@Sc#D*Y;o( zlnS3Bp*rD79>vA+)k_74g!hLA=$|t(>VaQ-4SFvD$fp88=A{e_CkzcA0Of>2W(#(m z>u`A6uP4bRXR86VJ_HZ<-ZE<|FRv_0F-;qrbg;PEIy!csoZw!!pwzO@{?vPU7otm3 zx{>c%MsG+b9{Tt!i4?scXO%ng2+n@D>!hvb3$$$QSTmoM3^v0+h_1=#?AdO@$-jSZ zeV&Pdp%&VjkwVsEEi3jQsY}tHo2+ljx%3Q#MKaNQHmzU3{<-^{Thgg)4W#!&YqB9j z!tnJH%dB2>QeHTpjW*|PwC|A&K0#*cKHb6nI@9~wHB$sOF7LvY#ANs)eBB9k^*F>( zS1|shsLQGIxpCv?C6B)dtb*bTywM@lO_mmjypw2o6Lmpau$-Q3EJ_zO09T{Ah~lfR z(s$Uz-_we@YEbSzKtW29on+R#H8nN!iA@LEzBh)KKSKGN*W{(D7UVYMt52K?!e}y> zoK+kgi7@q^yXT@*kOCsz|M=-s5{iOXe#= zcQQZ#Kp@hiPFt}(P~E&MD*Arw5LXrM-PKK6US6J5nt;o`V=#j{A}->O37cc#9S@|^g;iE@`k>H|! zJ>NJ BiS_^h From 131126a95db24814bd7c6eb30d74c1de8b6ccf0a Mon Sep 17 00:00:00 2001 From: rockdu Date: Thu, 20 Aug 2026 01:43:40 -0700 Subject: [PATCH 10/17] docs: H3 is natively supported; build the engine from sglang-miles-h3 --- .../skills/install-miles-diffusion/SKILL.md | 11 ++-- .../install-miles-diffusion/snapshot/pins.env | 2 +- README.md | 2 +- docker/Dockerfile | 6 +- docs/getting-started/installation.md | 2 +- docs/index.md | 2 +- docs/models/h3/h3.md | 60 +++++-------------- docs/user-guide/recipe-verification.md | 3 +- 8 files changed, 31 insertions(+), 57 deletions(-) diff --git a/.claude/skills/install-miles-diffusion/SKILL.md b/.claude/skills/install-miles-diffusion/SKILL.md index 0b225899..5fac975d 100644 --- a/.claude/skills/install-miles-diffusion/SKILL.md +++ b/.claude/skills/install-miles-diffusion/SKILL.md @@ -57,12 +57,13 @@ Two packages cannot be reproduced at all: `deep_ep` and `flash_mla` are compiled an unresolvable `file://` path. `refresh.sh` rewrites it to the release asset the Dockerfile pulls from (`FA3_WHEELS_REPO` / `FA3_WHEELS_TAG`), so pip installs it like any other pin. -## sglang and miles are anchored to main +## sglang and miles are anchored to the refs the Dockerfile builds from -Both come from `main` upstream, as in the Dockerfile (`SGLANG_DIFFUSION_BRANCH=main`, -`MILES_DIFFUSION_COMMIT=main`). The difference is that the Dockerfile follows the branch tip at -build time while this pins a commit and checks it is an ancestor of the branch. That check -matters: the first capture pinned a local cherry-pick that exists in no remote. +sglang comes from the `sglang-miles-h3` integration branch and miles from `main`, as in the +Dockerfile (`SGLANG_DIFFUSION_BRANCH=sglang-miles-h3`, `MILES_DIFFUSION_COMMIT=main`). The +difference is that the Dockerfile follows the branch tip at build time while this pins a commit +and checks it is an ancestor of the branch. That check matters: the first capture pinned a local +cherry-pick that exists in no remote. Because the ancestor check needs real history, the checkout is a blob-filtered full clone rather than the image's `--depth=1`, so setuptools_scm reports a different commit count for the same diff --git a/.claude/skills/install-miles-diffusion/snapshot/pins.env b/.claude/skills/install-miles-diffusion/snapshot/pins.env index d5e245f7..fc656031 100644 --- a/.claude/skills/install-miles-diffusion/snapshot/pins.env +++ b/.claude/skills/install-miles-diffusion/snapshot/pins.env @@ -9,7 +9,7 @@ PY_VER="${PY_VER:-3.12}" PIP_VER="${PIP_VER:-26.1.1}" SGLANG_REPO="${SGLANG_REPO:-https://github.com/sgl-project/sglang.git}" -SGLANG_BRANCH="${SGLANG_BRANCH:-main}" +SGLANG_BRANCH="${SGLANG_BRANCH:-sglang-miles-h3}" SGLANG_DIR="${SGLANG_DIR:-/sgl-workspace/sglang}" SGLANG_COMMIT="${SGLANG_COMMIT:-94eef833fe40460230cd6856e2602e038c8305e0}" diff --git a/README.md b/README.md index df0e6201..917f5d64 100644 --- a/README.md +++ b/README.md @@ -46,7 +46,7 @@ Each model links to its recipe page; every documented recipe is labeled with a [ | **[Wan2.2-T2V-A14B](https://miles.radixark.com/docs/diffusion/models/wan/wan2-2)** | T2V | Flow-GRPO + PickScore, LoRA SFT | | **[LTX-2.3](https://miles.radixark.com/docs/diffusion/models/ltx/ltx2)** | T2V | Flow-GRPO + PickScore | | **[Cosmos3 (Edge / Nano / Super)](https://miles.radixark.com/docs/diffusion/models/cosmos/cosmos3)** | T2I | Flow-GRPO + PickScore | -| **[MiniMax H3](https://miles.radixark.com/docs/diffusion/models/h3/h3)** | T2VA | Open ([PR #154](https://github.com/radixark/miles_diffusion/pull/154)); 2-GPU recipe, verified; large-scale coming soon | +| **[MiniMax H3](https://miles.radixark.com/docs/diffusion/models/h3/h3)** | T2VA | Flow-GRPO + PickScore (t2va, video branch); 2-GPU recipe, verified | --- diff --git a/docker/Dockerfile b/docker/Dockerfile index 6cb7b1fe..4846266b 100644 --- a/docker/Dockerfile +++ b/docker/Dockerfile @@ -34,9 +34,11 @@ RUN mkdir -p /tmp/fa3-wheel && \ python -c "import flash_attn_interface" && \ rm -rf /tmp/fa3-wheel -# sglang-diffusion is merged upstream: track sgl-project/sglang main; SGLANG_DIFFUSION_COMMIT= pins, "none" follows the branch tip. +# sglang-diffusion is merged upstream, but the diffusion RL rollouts this repo drives land on the +# sglang-miles-h3 integration branch before upstream main, so build the engine from there. +# SGLANG_DIFFUSION_COMMIT= pins, "none" follows the branch tip. ARG SGLANG_DIFFUSION_REPO=https://github.com/sgl-project/sglang.git -ARG SGLANG_DIFFUSION_BRANCH=main +ARG SGLANG_DIFFUSION_BRANCH=sglang-miles-h3 ARG SGLANG_DIFFUSION_COMMIT=none # SGLANG_BUILD_RUST_EXTS=none skips the gRPC Rust extension: unused here and the base image has no Rust toolchain. RUN cd /sgl-workspace/sglang && \ diff --git a/docs/getting-started/installation.md b/docs/getting-started/installation.md index a3043a2b..95850887 100644 --- a/docs/getting-started/installation.md +++ b/docs/getting-started/installation.md @@ -34,7 +34,7 @@ Useful build args: | Arg | Default | What it does | |---|---|---| | `SGLANG_IMAGE_TAG` | `v0.5.12-cu129` | Base `lmsysorg/sglang` image. | -| `SGLANG_DIFFUSION_BRANCH` | `main` | sglang branch the rollout engine is built from. | +| `SGLANG_DIFFUSION_BRANCH` | `sglang-miles-h3` | sglang branch the rollout engine is built from; carries upstream `main` plus the diffusion rollouts this repo needs ahead of it. | | `SGLANG_DIFFUSION_COMMIT` | `none` | Pin a sglang sha; `none` follows the branch tip. | | `FA3_WHEELS_TAG` | `cu129-x86_64` | Which prebuilt FlashAttention-3 wheel to pull. | | `MILES_DIFFUSION_COMMIT` | `main` | Ref of miles_diffusion baked into the image. | diff --git a/docs/index.md b/docs/index.md index 64dfd53e..591b820a 100644 --- a/docs/index.md +++ b/docs/index.md @@ -45,7 +45,7 @@ appear in the [Miles model list](https://miles.radixark.com/docs#supported-model | [Wan2.2-T2V-A14B](models/wan/wan2-2.md) | T2V | Flow-GRPO + PickScore, LoRA SFT | | [LTX-2.3](models/ltx/ltx2.md) | T2V | Flow-GRPO + PickScore | | [Cosmos3-Nano](models/cosmos/cosmos3.md) | T2I | Flow-GRPO + PickScore | -| [MiniMax H3](models/h3/h3.md) | T2VA | **Not merged** — [PR #154](https://github.com/radixark/miles_diffusion/pull/154); 2-GPU PR-only recipe | +| [MiniMax H3](models/h3/h3.md) | T2VA | Flow-GRPO + PickScore (t2va, video branch); 2-GPU recipe | diff --git a/docs/models/h3/h3.md b/docs/models/h3/h3.md index 34243bef..928b84be 100644 --- a/docs/models/h3/h3.md +++ b/docs/models/h3/h3.md @@ -1,67 +1,43 @@ --- title: MiniMax H3 -description: Text-to-audio-video Flow-GRPO + PickScore on MiniMax H3 — 2-GPU recipe (not merged yet). +description: Text-to-audio-video Flow-GRPO + PickScore on MiniMax H3 — 2-GPU recipe. --- -> **Not merged yet.** H3 support is only in -> [miles-diffusion#154](https://github.com/radixark/miles_diffusion/pull/154) and -> [sglang-diffusion#34365](https://github.com/sgl-project/sglang/pull/34365). -> Neither repo has it on `main`. After a normal install, follow [Setup](#3-setup) to -> move both checkouts onto those PRs. - ## 1. Model introduction [MiniMax-H3](https://huggingface.co/MiniMaxAI/MiniMax-H3) is MiniMax's omni-modal generative system: one transformer denoises a packed text + video + audio sequence and emits video with native stereo audio. MiniMax distilled CFG into the checkpoint, so the official setting has **no classifier-free guidance** — the recipe is unguided -(`--diffusion-guidance-scale 1.0`). The unmerged PR trains the **t2va** (text-to-audio-video) workflow, video +(`--diffusion-guidance-scale 1.0`). The recipe trains the **t2va** (text-to-audio-video) workflow, video branch only — the audio stream is rolled out but not trained. ## 2. Supported variants | Model | HF ID | Notes | |---|---|---| -| MiniMax-H3 | [`MiniMaxAI/MiniMax-H3`](https://huggingface.co/MiniMaxAI/MiniMax-H3) | t2va video-only Flow-GRPO on [PR #154](https://github.com/radixark/miles_diffusion/pull/154). `fl2va` / `ref2va` are not trained yet. | +| MiniMax-H3 | [`MiniMaxAI/MiniMax-H3`](https://huggingface.co/MiniMaxAI/MiniMax-H3) | t2va video-only Flow-GRPO. `fl2va` / `ref2va` are not trained yet. | ## 3. Setup -H3 is not on `main` of either repo. Finish [Installation](../../getting-started/installation.md) first -(Docker image or from source), then move **both** halves onto the open PRs — a `main` trainer -against a `main` engine will not run this recipe. - -| Repo | PR | What it adds | -|---|---|---| -| miles-diffusion | [radixark/miles_diffusion#154](https://github.com/radixark/miles_diffusion/pull/154) | H3 family config, LoRA IPC map, 2-GPU recipe | -| sglang-diffusion | [sgl-project/sglang#34365](https://github.com/sgl-project/sglang/pull/34365) | MiniMax H3 `t2va` RL rollout | - -Paths below match the Docker image (`/root/miles_diffusion`, `/sgl-workspace/sglang`). +Nothing H3-specific — follow [Installation](../../getting-started/installation.md), Docker image or from +source. Three things the standard install already handles, listed because H3 is what needs them: -```bash -# miles-diffusion → PR 154 -cd /root/miles_diffusion -git fetch https://github.com/radixark/miles_diffusion.git pull/154/head:pr-154 -git checkout pr-154 -pip install --force-reinstall -r requirements.txt # H3 needs the diffusers git pin -pip install -e . --no-deps - -# sglang-diffusion → PR 34365 -cd /sgl-workspace/sglang -git fetch https://github.com/sgl-project/sglang.git pull/34365/head:pr-34365 -git checkout pr-34365 -pip install -e "python[all]" -``` +| Requirement | Where it comes from | +|---|---| +| `diffusers` at a git commit | `requirements.txt`. H3 is merged on diffusers `main` but ships in no release yet. | +| `transformers>=5.9.0` (pinned `5.12.1`) | `requirements.txt`. H3's Qwen3-VL text encoder imports `transformers.vision_utils`, added in `5.9.0`. | +| Rollout engine with the H3 `t2va` rollout | sglang's `sglang-miles-h3` branch, which the image builds from (`SGLANG_DIFFUSION_BRANCH`). | -Drop these checkouts once both PRs merge. +An engine built from sglang `main` rejects the run with `MiniMax H3 does not support rollout`, so keep +`SGLANG_DIFFUSION_BRANCH` on `sglang-miles-h3` until the rollout lands upstream. ## 4. Launch -The 2-GPU recipe lives on [PR #154](https://github.com/radixark/miles_diffusion/pull/154), not `main`: `scripts/run_diffusion_grpo_h3_t2va_2gpu.py` — 2 colocate GPUs, reward colocated, 16:9 / 4 s (sglang pins `short_edge=768`, so the canvas is 1344×768 / 107 frames). Requires `--use-lora --lora-ipc-weight-sync` (the recipe already sets both). -**Status:** [📈 V — Verified](../../user-guide/recipe-verification.md#v), based on the complete run reported on PR #154. -The command does not exist on `main`. +**Status:** [📈 V — Verified](../../user-guide/recipe-verification.md#v). ```bash # alignment check (optimizer frozen) @@ -79,21 +55,17 @@ python3 scripts/run_diffusion_grpo_h3_t2va_2gpu.py \ --cuda-visible-devices 0,1 ``` -The commands above are the 2-GPU verification path on -[PR #154](https://github.com/radixark/miles_diffusion/pull/154). No larger canonical H3 topology is committed to -`main`. +The commands above are the 2-GPU verification path. No larger canonical H3 topology is committed yet. ## 5. Reference results -2-GPU long run from [PR #154](https://github.com/radixark/miles_diffusion/pull/154) -(`rollout_batch_size=4`, `n_samples_per_prompt=16`): +2-GPU long run (`rollout_batch_size=4`, `n_samples_per_prompt=16`): - `train/log_prob_mean_abs_diff` stays in **1.4e-5 .. 7.1e-5** (under `1e-4`). - Eval PickScore (`eval/pickscore_test`, every 10 rollouts): **0.806 → 0.814**, peak **0.816** at step 59. - Train `rollout/reward/raw_mean` sits around **~0.79** (64 samples / step; noisier than eval). -This is the batch-4 curve reported on [PR #154](https://github.com/radixark/miles_diffusion/pull/154); it is not evidence -for a larger topology. +This is the batch-4 curve; it is not evidence for a larger topology. ![MiniMax H3 log_prob_mean_abs_diff](../../assets/images/h3/log_prob_diff.png) diff --git a/docs/user-guide/recipe-verification.md b/docs/user-guide/recipe-verification.md index 24f0dc4c..4a4ee768 100644 --- a/docs/user-guide/recipe-verification.md +++ b/docs/user-guide/recipe-verification.md @@ -46,8 +46,7 @@ count as verification. Flow-GRPO + PickScore. - `run_diffusion_grpo_cosmos3_pickscore_t2i_4gpu.py` — Cosmos3-Nano Flow-GRPO + PickScore. - - `run_diffusion_grpo_h3_t2va_2gpu.py` — MiniMax H3 Flow-GRPO + PickScore - ([PR #154](https://github.com/radixark/miles_diffusion/pull/154) only; not on `main`). + - `run_diffusion_grpo_h3_t2va_2gpu.py` — MiniMax H3 Flow-GRPO + PickScore. - **○ NV** - `run_diffusion_grpo_wan22_pickscore_5gpu.py` — Wan2.2 5-GPU LoRA Flow-GRPO + PickScore. From 0b734b26b15363b3f670369fc59f4843313d1e53 Mon Sep 17 00:00:00 2001 From: rockdu Date: Thu, 20 Aug 2026 01:47:50 -0700 Subject: [PATCH 11/17] docs(h3): match the model-page structure and drop the setup section --- docs/models/h3/h3.md | 61 ++++++++++++++++++++++++++------------------ 1 file changed, 36 insertions(+), 25 deletions(-) diff --git a/docs/models/h3/h3.md b/docs/models/h3/h3.md index 928b84be..ef488bb7 100644 --- a/docs/models/h3/h3.md +++ b/docs/models/h3/h3.md @@ -1,6 +1,6 @@ --- title: MiniMax H3 -description: Text-to-audio-video Flow-GRPO + PickScore on MiniMax H3 — 2-GPU recipe. +description: Text-to-audio-video Flow-GRPO + PickScore on MiniMax H3 — the verified 2-GPU recipe. --- ## 1. Model introduction @@ -17,47 +17,52 @@ branch only — the audio stream is rolled out but not trained. |---|---|---| | MiniMax-H3 | [`MiniMaxAI/MiniMax-H3`](https://huggingface.co/MiniMaxAI/MiniMax-H3) | t2va video-only Flow-GRPO. `fl2va` / `ref2va` are not trained yet. | -## 3. Setup +## 3. Family config -Nothing H3-specific — follow [Installation](../../getting-started/installation.md), Docker image or from -source. Three things the standard install already handles, listed because H3 is what needs them: +From `miles/backends/fsdp_utils/configs/h3.py`: -| Requirement | Where it comes from | -|---|---| -| `diffusers` at a git commit | `requirements.txt`. H3 is merged on diffusers `main` but ships in no release yet. | -| `transformers>=5.9.0` (pinned `5.12.1`) | `requirements.txt`. H3's Qwen3-VL text encoder imports `transformers.vision_utils`, added in `5.9.0`. | -| Rollout engine with the H3 `t2va` rollout | sglang's `sglang-miles-h3` branch, which the image builds from (`SGLANG_DIFFUSION_BRANCH`). | - -An engine built from sglang `main` rejects the run with `MiniMax H3 does not support rollout`, so keep -`SGLANG_DIFFUSION_BRANCH` on `sglang-miles-h3` until the rollout lands upstream. +| Property | Value | Why | +|---|---|---| +| CFG training | Off (asserted) | CFG is distilled into the checkpoint; the forward is unguided | +| Timestep scaling | Off, `sde_timestep_divisor = 1000.0` | The DiT conditions on `1 - sigma`, so the recorded timestep is divided back down | +| Weight sync | `--use-lora --lora-ipc-weight-sync` (asserted) | sgl-d's H3 DiT renames modules and fuses Q/K/V; other sync modes push names the engine drops with a warning, silently training nothing | +| LoRA targets | `attn.to_{q,k,v}`, `attn.to_out.0`, `ff.net.0.proj`, `ff.net.2` | Grouped for the fused engine layers by `h3_weight_key_mapper.collect_h3_lora_layer_groups` | +| Optimizer state | `audio` allowed missing | The audio branch is rolled out but never trained | +| Sample micro-batch | 1 (asserted) | One packed sequence per forward | +| Forced sampling params | `task=t2va`, `short_edge=768`, `conditions=[]` | sgl-d accepts only these for H3, so none of them is exposed as an argument | ## 4. Launch -`scripts/run_diffusion_grpo_h3_t2va_2gpu.py` — 2 colocate GPUs, reward colocated, 16:9 / 4 s -(sglang pins `short_edge=768`, so the canvas is 1344×768 / 107 frames). Requires `--use-lora --lora-ipc-weight-sync` -(the recipe already sets both). +Canonical recipe: `scripts/run_diffusion_grpo_h3_t2va_2gpu.py` — train, rollout, and PickScore +colocated on 2 GPUs; 16:9 / 4 s (with `short_edge=768` the canvas is 1344×768 / 107 frames). -**Status:** [📈 V — Verified](../../user-guide/recipe-verification.md#v). +**Status:** [📈 V — Verified](../../user-guide/recipe-verification.md#v) ```bash # alignment check (optimizer frozen) python3 scripts/run_diffusion_grpo_h3_t2va_2gpu.py \ - --cuda-visible-devices 0,1 \ --num-rollout 2 --eval-interval 0 --debug-alignment # short train -python3 scripts/run_diffusion_grpo_h3_t2va_2gpu.py \ - --cuda-visible-devices 0,1 --num-rollout 5 --eval-interval 0 +python3 scripts/run_diffusion_grpo_h3_t2va_2gpu.py --num-rollout 5 --eval-interval 0 -# 2-GPU long run (resource-limited scale) +# long run at the resource-limited scale python3 scripts/run_diffusion_grpo_h3_t2va_2gpu.py \ - --rollout-batch-size 4 --n-samples-per-prompt 16 \ - --cuda-visible-devices 0,1 + --rollout-batch-size 4 --n-samples-per-prompt 16 ``` -The commands above are the 2-GPU verification path. No larger canonical H3 topology is committed yet. +## 5. Recipe notes + +H3 solves `x0 = x + sigma * v`, the opposite sign from the flow-matching convention the shared +train and rollout steps assume, so `compute_noise_pred` returns the negated velocity. Both halves +must agree: a flipped sign still produces plausible latents and trains on garbage. -## 5. Reference results +The rollout engine needs sglang's `sglang-miles-h3` branch, which +[Installation](../../getting-started/installation.md) already builds from +(`SGLANG_DIFFUSION_BRANCH`). An engine built from sglang `main` rejects the run with +`MiniMax H3 does not support rollout`. + +## 6. Reference results 2-GPU long run (`rollout_batch_size=4`, `n_samples_per_prompt=16`): @@ -65,10 +70,16 @@ The commands above are the 2-GPU verification path. No larger canonical H3 topol - Eval PickScore (`eval/pickscore_test`, every 10 rollouts): **0.806 → 0.814**, peak **0.816** at step 59. - Train `rollout/reward/raw_mean` sits around **~0.79** (64 samples / step; noisier than eval). -This is the batch-4 curve; it is not evidence for a larger topology. +This is the batch-4 curve; it is not evidence for a larger topology, and no larger canonical H3 +topology is committed yet. ![MiniMax H3 log_prob_mean_abs_diff](../../assets/images/h3/log_prob_diff.png) ![MiniMax H3 eval PickScore](../../assets/images/h3/reward_eval.png) ![MiniMax H3 train rollout PickScore](../../assets/images/h3/reward_rollout.png) + +## 7. Pairs well with + +- [LoRA Training and Weight Sync](../../advanced/lora.md) — the IPC merge this recipe requires. +- [Rewards](../../user-guide/rewards.md) — PickScore worker pool configuration. From ddb3dc3d282cc16cae52ea07b796d7281d5acefd Mon Sep 17 00:00:00 2001 From: rockdu Date: Thu, 20 Aug 2026 01:54:50 -0700 Subject: [PATCH 12/17] refactor(h3): drop the debug-alignment wrapper for --extra-args pass-through --- docs/models/h3/h3.md | 5 +++-- scripts/run_diffusion_grpo_h3_t2va_2gpu.py | 7 ++----- 2 files changed, 5 insertions(+), 7 deletions(-) diff --git a/docs/models/h3/h3.md b/docs/models/h3/h3.md index ef488bb7..f8f9ce52 100644 --- a/docs/models/h3/h3.md +++ b/docs/models/h3/h3.md @@ -39,9 +39,10 @@ colocated on 2 GPUs; 16:9 / 4 s (with `short_edge=768` the canvas is 1344×768 / **Status:** [📈 V — Verified](../../user-guide/recipe-verification.md#v) ```bash -# alignment check (optimizer frozen) +# alignment diagnostic: freeze the weights, so log_prob_mean_abs_diff measures +# train-vs-rollout deviation rather than parameter drift python3 scripts/run_diffusion_grpo_h3_t2va_2gpu.py \ - --num-rollout 2 --eval-interval 0 --debug-alignment + --num-rollout 2 --eval-interval 0 --extra-args "--debug-skip-optimizer-step" # short train python3 scripts/run_diffusion_grpo_h3_t2va_2gpu.py --num-rollout 5 --eval-interval 0 diff --git a/scripts/run_diffusion_grpo_h3_t2va_2gpu.py b/scripts/run_diffusion_grpo_h3_t2va_2gpu.py index 670abe2b..bb808913 100644 --- a/scripts/run_diffusion_grpo_h3_t2va_2gpu.py +++ b/scripts/run_diffusion_grpo_h3_t2va_2gpu.py @@ -39,7 +39,7 @@ # train/rollout alignment diagnostic: freeze the weights so log_prob_mean_abs_diff # measures pure train-vs-rollout deviation rather than parameter drift python3 scripts/run_diffusion_grpo_h3_t2va_2gpu.py --num-rollout 2 \ - --eval-interval 0 --debug-alignment + --eval-interval 0 --extra-args "--debug-skip-optimizer-step" """ from dataclasses import dataclass @@ -68,7 +68,6 @@ class ScriptArgs(U.ExecuteTrainConfig): eval_size: int = 16 save_interval: int = 10 data_dir: str = "/root/datasets" - debug_alignment: bool = False extra_args: str = "" @@ -175,8 +174,6 @@ def execute(args: ScriptArgs, prompt_dir: str) -> None: perf_args = "--gradient-checkpointing " - debug_args = "--debug-skip-optimizer-step " if args.debug_alignment else "" - misc_args = ( "--actor-num-nodes 1 " "--actor-num-gpus-per-node 2 " @@ -193,7 +190,7 @@ def execute(args: ScriptArgs, prompt_dir: str) -> None: train_args=( f"{ckpt_args} {rollout_args} {diffusion_args} {eval_args} {grpo_args} {optimizer_args} " f"{lora_args} {reward_args} {wandb_args} {sglang_args} {train_backend_args} {perf_args} " - f"{debug_args} {misc_args} {args.extra_args}" + f"{misc_args} {args.extra_args}" ), num_gpus_per_node=2, config=args, From e2baa6866c55199e0f7be449f62b6da8ed9ee570 Mon Sep 17 00:00:00 2001 From: rockdu Date: Thu, 20 Aug 2026 02:03:58 -0700 Subject: [PATCH 13/17] docs(h3): drop the redundant short-train example --- docs/models/h3/h3.md | 3 --- 1 file changed, 3 deletions(-) diff --git a/docs/models/h3/h3.md b/docs/models/h3/h3.md index f8f9ce52..6691ba51 100644 --- a/docs/models/h3/h3.md +++ b/docs/models/h3/h3.md @@ -44,9 +44,6 @@ colocated on 2 GPUs; 16:9 / 4 s (with `short_edge=768` the canvas is 1344×768 / python3 scripts/run_diffusion_grpo_h3_t2va_2gpu.py \ --num-rollout 2 --eval-interval 0 --extra-args "--debug-skip-optimizer-step" -# short train -python3 scripts/run_diffusion_grpo_h3_t2va_2gpu.py --num-rollout 5 --eval-interval 0 - # long run at the resource-limited scale python3 scripts/run_diffusion_grpo_h3_t2va_2gpu.py \ --rollout-batch-size 4 --n-samples-per-prompt 16 From 2474deb3b44280b25a1286e258c6a90d116a481d Mon Sep 17 00:00:00 2001 From: rockdu Date: Thu, 20 Aug 2026 02:40:24 -0700 Subject: [PATCH 14/17] refactor: drop the dead train-pipeline-config knobs and reject H3 cfg_combine --- docs/models/h3/h3.md | 2 +- miles/backends/fsdp_utils/configs/h3.py | 6 +----- miles/backends/fsdp_utils/configs/train_pipeline_config.py | 3 --- miles/utils/arguments.py | 2 -- 4 files changed, 2 insertions(+), 11 deletions(-) diff --git a/docs/models/h3/h3.md b/docs/models/h3/h3.md index 6691ba51..60b32b96 100644 --- a/docs/models/h3/h3.md +++ b/docs/models/h3/h3.md @@ -24,7 +24,7 @@ From `miles/backends/fsdp_utils/configs/h3.py`: | Property | Value | Why | |---|---|---| | CFG training | Off (asserted) | CFG is distilled into the checkpoint; the forward is unguided | -| Timestep scaling | Off, `sde_timestep_divisor = 1000.0` | The DiT conditions on `1 - sigma`, so the recorded timestep is divided back down | +| `sde_timestep_divisor` | 1000.0 | The DiT conditions on `1 - sigma`, so the recorded timestep is divided back down | | Weight sync | `--use-lora --lora-ipc-weight-sync` (asserted) | sgl-d's H3 DiT renames modules and fuses Q/K/V; other sync modes push names the engine drops with a warning, silently training nothing | | LoRA targets | `attn.to_{q,k,v}`, `attn.to_out.0`, `ff.net.0.proj`, `ff.net.2` | Grouped for the fused engine layers by `h3_weight_key_mapper.collect_h3_lora_layer_groups` | | Optimizer state | `audio` allowed missing | The audio branch is rolled out but never trained | diff --git a/miles/backends/fsdp_utils/configs/h3.py b/miles/backends/fsdp_utils/configs/h3.py index dd4790e7..5912997c 100644 --- a/miles/backends/fsdp_utils/configs/h3.py +++ b/miles/backends/fsdp_utils/configs/h3.py @@ -19,7 +19,6 @@ class H3TrainPipelineConfig(TrainPipelineConfig): hf_ckpt_name_patterns = ("minimax-h3", "minimax_h3", "/h3") supports_cfg_training = False - needs_timestep_scaling = False sde_timestep_divisor = 1000.0 optimizer_state_allowed_missing = ["audio"] lora_layer_group_collector_path = "miles.backends.fsdp_utils.h3_weight_key_mapper.collect_h3_lora_layer_groups" @@ -183,7 +182,4 @@ def cfg_combine( guidance_scale: float, true_cfg_scale: float | None = None, ) -> torch.Tensor: - scale = true_cfg_scale if true_cfg_scale is not None else guidance_scale - if scale == 1.0: - return noise_pred_pos - return noise_pred_neg + scale * (noise_pred_pos - noise_pred_neg) + raise NotImplementedError("H3 distilled CFG into the checkpoint; the forward is unguided") diff --git a/miles/backends/fsdp_utils/configs/train_pipeline_config.py b/miles/backends/fsdp_utils/configs/train_pipeline_config.py index 48ba6153..dec07c3f 100644 --- a/miles/backends/fsdp_utils/configs/train_pipeline_config.py +++ b/miles/backends/fsdp_utils/configs/train_pipeline_config.py @@ -113,9 +113,6 @@ def apply_rollout_sampling_params( """ sde_timestep_divisor = 1.0 - # Per --diffusion-sde-type train-side scorer overrides, for families whose rollout - # dynamics the generic backends cannot score as-is; empty keeps the generic mapping. - sde_step_backend_overrides: dict[str, str] = {} # LoRA IPC layer grouper for families whose rollout module names or tensor layout # differ from the trained diffusers ones; None keeps the generic PEFT grouping. lora_layer_group_collector_path: str | None = None diff --git a/miles/utils/arguments.py b/miles/utils/arguments.py index 487edb6e..a5b749c9 100644 --- a/miles/utils/arguments.py +++ b/miles/utils/arguments.py @@ -1701,8 +1701,6 @@ def miles_validate_args(args): # NFT does not use the placeholder backend. "ode": "miles.backends.fsdp_utils.sde_step_backend.DiffusersSdeStepBackend", } - if args.train_pipeline_config_path is not None: - sde_step_backends |= load_function(args.train_pipeline_config_path).sde_step_backend_overrides if args.diffusion_sde_type not in sde_step_backends: raise ValueError( f"no train-side sde step backend for --diffusion-sde-type {args.diffusion_sde_type!r}; " From 48a3a30d76d1d9669eaf90a4bb565f1c693b715d Mon Sep 17 00:00:00 2001 From: rockdu Date: Thu, 20 Aug 2026 02:46:21 -0700 Subject: [PATCH 15/17] refactor: assert the two real model_index component spec shapes --- miles/backends/fsdp_utils/model_backend.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/miles/backends/fsdp_utils/model_backend.py b/miles/backends/fsdp_utils/model_backend.py index fbe02bad..b1248a24 100644 --- a/miles/backends/fsdp_utils/model_backend.py +++ b/miles/backends/fsdp_utils/model_backend.py @@ -246,9 +246,9 @@ def _resolve_component_class(cls, args, component: str): @staticmethod def _component_class(spec): - # ``[library, class_name]``, plus a trailing loading spec on modular pipelines - # (``model_index.json`` of e.g. MiniMaxH3ModularPipeline carries a third element). - if not isinstance(spec, (list, tuple)) or len(spec) < 2: + # Classic pipelines write ``[library, class_name]``; modular ones append a + # loading-spec dict (H3's MiniMaxH3ModularPipeline). Nothing else is valid. + if not isinstance(spec, (list, tuple)) or len(spec) not in (2, 3): return None library, class_name = spec[0], spec[1] if not library or not class_name: From 2aff55e0822b510a8b13e3ebd1cfa81a0a88cb08 Mon Sep 17 00:00:00 2001 From: rockdu Date: Thu, 20 Aug 2026 02:53:30 -0700 Subject: [PATCH 16/17] chore: move the sglang-miles-h3 image change to its own PR --- .claude/skills/install-miles-diffusion/SKILL.md | 11 +++++------ .../skills/install-miles-diffusion/snapshot/pins.env | 2 +- docker/Dockerfile | 6 ++---- docs/getting-started/installation.md | 2 +- 4 files changed, 9 insertions(+), 12 deletions(-) diff --git a/.claude/skills/install-miles-diffusion/SKILL.md b/.claude/skills/install-miles-diffusion/SKILL.md index 5fac975d..0b225899 100644 --- a/.claude/skills/install-miles-diffusion/SKILL.md +++ b/.claude/skills/install-miles-diffusion/SKILL.md @@ -57,13 +57,12 @@ Two packages cannot be reproduced at all: `deep_ep` and `flash_mla` are compiled an unresolvable `file://` path. `refresh.sh` rewrites it to the release asset the Dockerfile pulls from (`FA3_WHEELS_REPO` / `FA3_WHEELS_TAG`), so pip installs it like any other pin. -## sglang and miles are anchored to the refs the Dockerfile builds from +## sglang and miles are anchored to main -sglang comes from the `sglang-miles-h3` integration branch and miles from `main`, as in the -Dockerfile (`SGLANG_DIFFUSION_BRANCH=sglang-miles-h3`, `MILES_DIFFUSION_COMMIT=main`). The -difference is that the Dockerfile follows the branch tip at build time while this pins a commit -and checks it is an ancestor of the branch. That check matters: the first capture pinned a local -cherry-pick that exists in no remote. +Both come from `main` upstream, as in the Dockerfile (`SGLANG_DIFFUSION_BRANCH=main`, +`MILES_DIFFUSION_COMMIT=main`). The difference is that the Dockerfile follows the branch tip at +build time while this pins a commit and checks it is an ancestor of the branch. That check +matters: the first capture pinned a local cherry-pick that exists in no remote. Because the ancestor check needs real history, the checkout is a blob-filtered full clone rather than the image's `--depth=1`, so setuptools_scm reports a different commit count for the same diff --git a/.claude/skills/install-miles-diffusion/snapshot/pins.env b/.claude/skills/install-miles-diffusion/snapshot/pins.env index fc656031..d5e245f7 100644 --- a/.claude/skills/install-miles-diffusion/snapshot/pins.env +++ b/.claude/skills/install-miles-diffusion/snapshot/pins.env @@ -9,7 +9,7 @@ PY_VER="${PY_VER:-3.12}" PIP_VER="${PIP_VER:-26.1.1}" SGLANG_REPO="${SGLANG_REPO:-https://github.com/sgl-project/sglang.git}" -SGLANG_BRANCH="${SGLANG_BRANCH:-sglang-miles-h3}" +SGLANG_BRANCH="${SGLANG_BRANCH:-main}" SGLANG_DIR="${SGLANG_DIR:-/sgl-workspace/sglang}" SGLANG_COMMIT="${SGLANG_COMMIT:-94eef833fe40460230cd6856e2602e038c8305e0}" diff --git a/docker/Dockerfile b/docker/Dockerfile index 4846266b..6cb7b1fe 100644 --- a/docker/Dockerfile +++ b/docker/Dockerfile @@ -34,11 +34,9 @@ RUN mkdir -p /tmp/fa3-wheel && \ python -c "import flash_attn_interface" && \ rm -rf /tmp/fa3-wheel -# sglang-diffusion is merged upstream, but the diffusion RL rollouts this repo drives land on the -# sglang-miles-h3 integration branch before upstream main, so build the engine from there. -# SGLANG_DIFFUSION_COMMIT= pins, "none" follows the branch tip. +# sglang-diffusion is merged upstream: track sgl-project/sglang main; SGLANG_DIFFUSION_COMMIT= pins, "none" follows the branch tip. ARG SGLANG_DIFFUSION_REPO=https://github.com/sgl-project/sglang.git -ARG SGLANG_DIFFUSION_BRANCH=sglang-miles-h3 +ARG SGLANG_DIFFUSION_BRANCH=main ARG SGLANG_DIFFUSION_COMMIT=none # SGLANG_BUILD_RUST_EXTS=none skips the gRPC Rust extension: unused here and the base image has no Rust toolchain. RUN cd /sgl-workspace/sglang && \ diff --git a/docs/getting-started/installation.md b/docs/getting-started/installation.md index 95850887..a3043a2b 100644 --- a/docs/getting-started/installation.md +++ b/docs/getting-started/installation.md @@ -34,7 +34,7 @@ Useful build args: | Arg | Default | What it does | |---|---|---| | `SGLANG_IMAGE_TAG` | `v0.5.12-cu129` | Base `lmsysorg/sglang` image. | -| `SGLANG_DIFFUSION_BRANCH` | `sglang-miles-h3` | sglang branch the rollout engine is built from; carries upstream `main` plus the diffusion rollouts this repo needs ahead of it. | +| `SGLANG_DIFFUSION_BRANCH` | `main` | sglang branch the rollout engine is built from. | | `SGLANG_DIFFUSION_COMMIT` | `none` | Pin a sglang sha; `none` follows the branch tip. | | `FA3_WHEELS_TAG` | `cu129-x86_64` | Which prebuilt FlashAttention-3 wheel to pull. | | `MILES_DIFFUSION_COMMIT` | `main` | Ref of miles_diffusion baked into the image. | From 3458f7815654956ce9855a734e5407e471102079 Mon Sep 17 00:00:00 2001 From: rockdu Date: Thu, 20 Aug 2026 02:57:53 -0700 Subject: [PATCH 17/17] refactor: read train_pipeline_config_path directly and complete the test fixtures --- .../backends/fsdp_utils/diffusion_update_weight_utils.py | 5 ++--- miles/rollout/sglang_diffusion_rollout.py | 3 +-- tests/fast-gpu/test_lora_weight_sync.py | 8 ++++++-- tests/fast/rollout/test_rollout_negative_prompt.py | 1 + 4 files changed, 10 insertions(+), 7 deletions(-) diff --git a/miles/backends/fsdp_utils/diffusion_update_weight_utils.py b/miles/backends/fsdp_utils/diffusion_update_weight_utils.py index c0e35006..ff45c213 100644 --- a/miles/backends/fsdp_utils/diffusion_update_weight_utils.py +++ b/miles/backends/fsdp_utils/diffusion_update_weight_utils.py @@ -463,9 +463,8 @@ def _collect_layer_groups( from miles.utils.misc import load_function collector_path = None - config_path = getattr(self.args, "train_pipeline_config_path", None) - if config_path: - collector_path = load_function(config_path).lora_layer_group_collector_path + if self.args.train_pipeline_config_path: + collector_path = load_function(self.args.train_pipeline_config_path).lora_layer_group_collector_path if collector_path is None: return collect_lora_layer_groups(model.state_dict()) diff --git a/miles/rollout/sglang_diffusion_rollout.py b/miles/rollout/sglang_diffusion_rollout.py index 4d30a033..cde28da0 100644 --- a/miles/rollout/sglang_diffusion_rollout.py +++ b/miles/rollout/sglang_diffusion_rollout.py @@ -75,8 +75,7 @@ def build_rollout_sampling_params( if args.diffusion_guidance_scale_2 is not None: extra_sampling_params["guidance_scale_2"] = float(args.diffusion_guidance_scale_2) - # Tests (and other hand-built Namespaces) may omit this; production parse always sets it. - if getattr(args, "train_pipeline_config_path", None): + if args.train_pipeline_config_path: load_function(args.train_pipeline_config_path).apply_rollout_sampling_params( args, sampling_params, extra_sampling_params ) diff --git a/tests/fast-gpu/test_lora_weight_sync.py b/tests/fast-gpu/test_lora_weight_sync.py index fb2d3e5f..192f4a26 100644 --- a/tests/fast-gpu/test_lora_weight_sync.py +++ b/tests/fast-gpu/test_lora_weight_sync.py @@ -59,14 +59,18 @@ def _make_peft_model(): return peft_model +def _fake_args(buffer_size): + return Namespace(update_weight_buffer_size=buffer_size, train_pipeline_config_path=None) + + def _run_update(peft_model, buffer_size): - updater = _CaptureUpdater(Namespace(update_weight_buffer_size=buffer_size), {"transformer": peft_model}) + updater = _CaptureUpdater(_fake_args(buffer_size), {"transformer": peft_model}) updater.update_weights() return updater.buckets def _run_lora_ipc_update(peft_model, buffer_size): - updater = _CaptureLoRAIPCUpdater(Namespace(update_weight_buffer_size=buffer_size), {"transformer": peft_model}) + updater = _CaptureLoRAIPCUpdater(_fake_args(buffer_size), {"transformer": peft_model}) updater.update_weights() return updater.buckets diff --git a/tests/fast/rollout/test_rollout_negative_prompt.py b/tests/fast/rollout/test_rollout_negative_prompt.py index 43bf95f5..265e52b3 100644 --- a/tests/fast/rollout/test_rollout_negative_prompt.py +++ b/tests/fast/rollout/test_rollout_negative_prompt.py @@ -30,6 +30,7 @@ def _args(**overrides): diffusion_noise_level=0.7, diffusion_log_prob_no_const=False, diffusion_debug_mode=False, + train_pipeline_config_path=None, ) values.update(overrides) return Namespace(**values)

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