diff --git a/3rdparty/Gym-workspace/Gym b/3rdparty/Gym-workspace/Gym
index c3bac96314a..cd28467d9e0 160000
--- a/3rdparty/Gym-workspace/Gym
+++ b/3rdparty/Gym-workspace/Gym
@@ -1 +1 @@
-Subproject commit c3bac96314a59f28b896f597eb9845d175bb0252
+Subproject commit cd28467d9e09adf6db6f81cce5b3a94f91c0bb49
diff --git a/nemo_rl/algorithms/grpo.py b/nemo_rl/algorithms/grpo.py
index 7df8f4db53a..1d1ae8d9d80 100644
--- a/nemo_rl/algorithms/grpo.py
+++ b/nemo_rl/algorithms/grpo.py
@@ -2370,6 +2370,42 @@ def _apply_mask_sample_filter(repeated_batch: BatchedDataDict[DatumSpec]) -> int
     return num_masked
 
 
+def _prompt_grouping_ids(
+    prompt_token_ids: torch.Tensor,
+    *,
+    num_prompts: int,
+    num_generations_per_prompt: int,
+    use_nemo_gym: bool,
+    group_offset: int = 0,
+) -> torch.Tensor:
+    """Return identities for generations originating from the same prompt."""
+    if not use_nemo_gym:
+        return prompt_token_ids
+
+    return (
+        torch.arange(group_offset, group_offset + num_prompts)
+        .repeat_interleave(num_generations_per_prompt)
+        .unsqueeze(1)
+    )
+
+
+def _replay_prompt_batches(
+    trajectories: list[dict[str, Any]],
+    *,
+    use_explicit_grouping: bool,
+) -> list[BatchedDataDict]:
+    """Prepare replay batches with stable identities for each prompt group."""
+    prompt_batches = []
+    for group_index, trajectory in enumerate(trajectories):
+        prompt_batch = trajectory["batch"]
+        if use_explicit_grouping:
+            prompt_batch["prompt_grouping_ids"] = torch.full(
+                (prompt_batch.size, 1), group_index, dtype=torch.int64
+            )
+        prompt_batches.append(prompt_batch)
+    return prompt_batches
+
+
 def _should_log_nemo_gym_responses(master_config: MasterConfig) -> bool:
     """Whether NeMo Gym is responsible for full response logging.
 
@@ -3005,6 +3041,7 @@ def grpo_train(
         batch_cache: BatchedDataDict[DatumSpec] = None
         # This is the number of batches we processed so far at each step to generate responses whose std is non-zero. Maximum threshold is set by dynamic_sampling_max_gen_batches. Used in the case of dynamic sampling.
         dynamic_sampling_num_gen_batches = 0
+        prompt_grouping_id_offset = 0
 
         # Run grpo/dapo training loop (single-turn)
         for batch in wrapped_dataloader:
@@ -3078,7 +3115,14 @@ def grpo_train(
                         repeated_batch["message_log"],
                         pad_value_dict={"token_ids": tokenizer.pad_token_id},
                     )
-                    input_ids = batched_flat["token_ids"]
+                    prompt_grouping_ids = _prompt_grouping_ids(
+                        batched_flat["token_ids"],
+                        num_prompts=batch.size,
+                        num_generations_per_prompt=master_config.grpo.num_generations_per_prompt,
+                        use_nemo_gym=should_use_nemo_gym(master_config),
+                        group_offset=prompt_grouping_id_offset,
+                    )
+                    prompt_grouping_id_offset += batch.size
 
                 # Generate responses - this updates the LLMMessageLogType in repeated_batch
                 memory_tracker.snapshot_start_of_stage("Generation", dir())
@@ -3194,7 +3238,6 @@ def grpo_train(
                                 master_config.grpo.debug_payload_metrics
                             ),
                         )
-                        input_ids = nemo_gym_rollout_result.input_ids
                         repeated_batch = nemo_gym_rollout_result.final_batch
                         rollout_metrics = nemo_gym_rollout_result.rollout_metrics
                         del nemo_gym_rollout_result
@@ -3284,7 +3327,7 @@ def grpo_train(
                         # Just fix the device id for now
                         device_id = 0
                         baseline, std = calculate_baseline_and_std_per_prompt(
-                            input_ids.cuda(device_id),
+                            prompt_grouping_ids.cuda(device_id),
                             rewards.cuda(device_id),
                             torch.ones_like(rewards).cuda(device_id),
                             leave_one_out_baseline=master_config.grpo.use_leave_one_out_baseline,
@@ -3298,13 +3341,16 @@ def grpo_train(
                         std = std.cpu()
                     else:
                         baseline, std = calculate_baseline_and_std_per_prompt(
-                            input_ids,
+                            prompt_grouping_ids,
                             rewards,
                             torch.ones_like(rewards),
                             leave_one_out_baseline=master_config.grpo.use_leave_one_out_baseline,
                             std_rewards=std_rewards,
                         )
 
+                    # Keep source prompt identity aligned with dynamic-sampling rows.
+                    repeated_batch["prompt_grouping_ids"] = prompt_grouping_ids
+
                     # Apply dynamic sampling to filter prompts with non-zero std (DAPO algorithm)
                     repeated_batch, is_batch_complete, batch_cache, ds_metrics = (
                         dynamic_sampling(
@@ -3341,24 +3387,12 @@ def grpo_train(
                     # Save baseline for logging (before deletion)
                     baseline_for_log = baseline.clone()
 
-                    # Must precede prompt extraction: it reuses the same message
-                    # dicts, so this also protects the prompt flatten below.
+                    # Must precede the training flatten because it reuses the same message dicts.
                     backfill_missing_routed_experts(repeated_batch["message_log"])
 
-                    # Extract original prompt messages using the length field
-                    # This correctly handles multi-turn prompts that contain assistant messages
-                    initial_prompt_message_logs = extract_initial_prompt_messages(
-                        repeated_batch["message_log"],
-                        repeated_batch["length"],
-                    )
-                    prompt_batched_flat, _ = batched_message_log_to_flat_message(
-                        initial_prompt_message_logs,
-                        pad_value_dict={"token_ids": tokenizer.pad_token_id},
-                    )
-                    prompt_ids_for_adv = prompt_batched_flat["token_ids"]
-                    del initial_prompt_message_logs
-                    del prompt_batched_flat
-                    del input_ids
+                    prompt_ids_for_adv = repeated_batch["prompt_grouping_ids"]
+                    del repeated_batch["prompt_grouping_ids"]
+                    del prompt_grouping_ids
                     del baseline
                     del std
 
@@ -4026,6 +4060,7 @@ def grpo_train(
             # Reset the batch and set dynamic_sampling_num_gen_batches to 0
             batch_cache = None
             dynamic_sampling_num_gen_batches = 0
+            prompt_grouping_id_offset = 0
 
             # Clear mem
             memory_tracker.snapshot_start_of_stage("After CPU memory clear", dir())
@@ -5068,8 +5103,13 @@ def _flush_collector_telemetry() -> None:
                         f"✅ Sampled {len(trajectories)} trajectory groups from buffer (avg age: {avg_trajectory_age:.2f} steps)"
                     )
 
-                    # Concatenate per-prompt groups into a single training batch
-                    per_prompt_batches = [t["batch"] for t in trajectories]
+                    # Concatenate per-prompt groups into a single training batch.
+                    # Reconstruct grouping from the replay buffer's prompt groups.
+                    # This also repairs groups loaded from older checkpoints.
+                    per_prompt_batches = _replay_prompt_batches(
+                        trajectories,
+                        use_explicit_grouping=should_use_nemo_gym(master_config),
+                    )
                     repeated_batch = BatchedDataDict.from_batches(
                         per_prompt_batches,
                         allow_missing_packed_tensors=(
@@ -5127,24 +5167,24 @@ def _flush_collector_telemetry() -> None:
                         RLSpanGroup.REWARD, "rl.grpo.reward_calculation", tracer=_tracer
                     ),
                 ):
-                    # Must precede prompt extraction: it reuses the same message
-                    # dicts, so this also protects the prompt flatten below.
                     backfill_missing_routed_experts(repeated_batch["message_log"])
 
-                    # Extract original prompt messages using the length field
-                    # This correctly handles multi-turn prompts that contain assistant messages
-                    initial_prompt_message_logs = extract_initial_prompt_messages(
-                        repeated_batch["message_log"],
-                        repeated_batch["length"],
-                    )
-
-                    prompt_batched_flat, _ = batched_message_log_to_flat_message(
-                        initial_prompt_message_logs,
-                        pad_value_dict={"token_ids": tokenizer.pad_token_id},
-                    )
-                    prompt_ids_for_adv = prompt_batched_flat["token_ids"]
-                    del initial_prompt_message_logs
-                    del prompt_batched_flat
+                    if "prompt_grouping_ids" in repeated_batch:
+                        prompt_ids_for_adv = repeated_batch["prompt_grouping_ids"]
+                        del repeated_batch["prompt_grouping_ids"]
+                    else:
+                        # Native rollouts group by the tokenized source prompt.
+                        initial_prompt_message_logs = extract_initial_prompt_messages(
+                            repeated_batch["message_log"],
+                            repeated_batch["length"],
+                        )
+                        prompt_batched_flat, _ = batched_message_log_to_flat_message(
+                            initial_prompt_message_logs,
+                            pad_value_dict={"token_ids": tokenizer.pad_token_id},
+                        )
+                        prompt_ids_for_adv = prompt_batched_flat["token_ids"]
+                        del initial_prompt_message_logs
+                        del prompt_batched_flat
 
                     rewards = repeated_batch["total_reward"]
 
diff --git a/nemo_rl/algorithms/single_controller.py b/nemo_rl/algorithms/single_controller.py
index 525205c4cf9..e307bfd8484 100644
--- a/nemo_rl/algorithms/single_controller.py
+++ b/nemo_rl/algorithms/single_controller.py
@@ -103,6 +103,7 @@
     squeeze_trailing_unit_dim,
     tensor_field,
 )
+from nemo_rl.algorithms.utils import grouping_ids_from_identifiers
 from nemo_rl.data.interfaces import DatumSpec
 from nemo_rl.data.multimodal_utils import present_multimodal_fields
 from nemo_rl.data_plane import DATA_PLANE_CHECKPOINT_SCHEMA_VERSION, KVBatchMeta
@@ -173,6 +174,25 @@ def _train_fields_for_step(
     )
 
 
+def _prompt_ids_from_group_tags(
+    meta: KVBatchMeta, fallback: torch.Tensor
+) -> torch.Tensor:
+    """Use explicit prompt-group metadata when the producer provides it."""
+    if not meta.tags:
+        return fallback
+
+    group_ids = [tag.get("group_id") for tag in meta.tags]
+    if not any(group_id is not None for group_id in group_ids):
+        return fallback
+    if len(group_ids) != len(meta.sample_ids) or not all(
+        isinstance(group_id, str) and group_id for group_id in group_ids
+    ):
+        raise ValueError(
+            "Prompt group metadata must provide one non-empty group_id for every sample"
+        )
+    return grouping_ids_from_identifiers(cast(list[str], group_ids), 1)
+
+
 @ray.remote(num_cpus=1, num_gpus=0)  # pragma: no cover
 class SingleControllerActor:
     """CPU-only Ray actor that orchestrates the RL training loop.
@@ -3246,6 +3266,8 @@ async def _advantage_stage(self, meta: KVBatchMeta) -> tuple[KVBatchMeta, bool]:
         )
 
         prompt_ids = tensor_field(data, adv_cfg.prompt_ids_field)
+        if not self._is_ppo:
+            prompt_ids = _prompt_ids_from_group_tags(meta, prompt_ids)
         rewards = squeeze_trailing_unit_dim(
             tensor_field(data, adv_cfg.reward_field)
         ).float()
diff --git a/nemo_rl/algorithms/utils.py b/nemo_rl/algorithms/utils.py
index f76133443ea..819f0a2872a 100644
--- a/nemo_rl/algorithms/utils.py
+++ b/nemo_rl/algorithms/utils.py
@@ -12,9 +12,11 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+import hashlib
 import math
 import random
 import warnings
+from collections.abc import Sequence
 from functools import partial, wraps
 from typing import Any, Optional
 
@@ -32,6 +34,29 @@
 from nemo_rl.utils.logger import Logger
 
 
+def grouping_ids_from_identifiers(
+    identifiers: Sequence[str], repeats_per_group: int
+) -> torch.Tensor:
+    """Return stable tensor identities for explicitly formed prompt groups."""
+    if repeats_per_group <= 0:
+        raise ValueError("repeats_per_group must be positive")
+
+    rows = []
+    for identifier in identifiers:
+        digest = hashlib.sha256(identifier.encode()).digest()[:16]
+        rows.append(
+            [
+                int.from_bytes(digest[:8], byteorder="big", signed=True),
+                int.from_bytes(digest[8:], byteorder="big", signed=True),
+            ]
+        )
+    if not rows:
+        return torch.empty((0, 2), dtype=torch.int64)
+    return torch.tensor(rows, dtype=torch.int64).repeat_interleave(
+        repeats_per_group, dim=0
+    )
+
+
 def get_gdpo_reward_component_keys(batch) -> list[str]:
     """Return batch keys that are named reward components (e.g. reward/correctness) in sorted order."""
     return sorted(
diff --git a/nemo_rl/environments/nemo_gym.py b/nemo_rl/environments/nemo_gym.py
index b96ae1f5470..7705607c4cd 100644
--- a/nemo_rl/environments/nemo_gym.py
+++ b/nemo_rl/environments/nemo_gym.py
@@ -15,8 +15,9 @@
 import os
 import subprocess
 import sys
+import uuid
 from collections import Counter
-from collections.abc import AsyncGenerator, Mapping
+from collections.abc import AsyncGenerator, Callable, Mapping
 from pathlib import Path
 from typing import Any, Dict, List, NotRequired, Optional, Protocol, TypedDict
 
@@ -224,6 +225,9 @@ class NemoGymConfig(TypedDict):
     ]  # Normalize heterogeneous image tensors while retaining exact imgs_sizes
 
 
+TokenSourceFactory = Callable[[], Any]
+
+
 def _detect_invalid_tool_call_and_malformed_thinking(
     output_item_dict: dict[str, Any],
     invalid_tool_call_patterns: list[str] | None = None,
@@ -307,12 +311,114 @@ def get_pad_dynamic_image_shapes(env_config: Mapping[str, Any]) -> bool:
     return bool(nemo_gym_config.get("pad_dynamic_image_shapes"))
 
 
+def _token_capture_metrics(
+    per_rollout: list[dict[str, Any]], rebuilt: int, unbuilt: int, masked: int = 0
+) -> dict[str, float]:
+    """Summarize a batch's token capture for the training metrics.
+
+    These are the numbers that make silent training loss visible. The failure they
+    exist to catch is a rollout that looks healthy, with a green run and a moving
+    reward, while the chain broke partway and only part of it was trained on.
+    Measured causes so far: a tool-call parser truncating the assistant turn at
+    the tool call and discarding whatever the model generated after it, and a
+    chat template re-tokenizing an assistant turn differently than it was
+    sampled.
+
+    Read ``delivered_fraction`` first. Well below 1.0 means the trainer is seeing
+    a fraction of each rollout. ``calls_per_rollout_mean`` at exactly 1.0 is the
+    other one worth stopping on: it usually means the tool parser is not
+    configured, so the harness never called a tool and the agentic path was never
+    exercised.
+    """
+    if not per_rollout and not rebuilt and not unbuilt:
+        return {}
+
+    def mean(key: str) -> float:
+        values = [
+            float(m[key]) for m in per_rollout if isinstance(m.get(key), (int, float))
+        ]
+        return sum(values) / len(values) if values else 0.0
+
+    def total(key: str) -> float:
+        return float(sum(int(m.get(key) or 0) for m in per_rollout))
+
+    total_rollouts = rebuilt + unbuilt
+    return {
+        "token_capture/rollouts_rebuilt": float(rebuilt),
+        "token_capture/rollouts_unbuilt": float(unbuilt),
+        "token_capture/rebuilt_fraction": (rebuilt / total_rollouts)
+        if total_rollouts
+        else 0.0,
+        "token_capture/delivered_fraction_mean": mean("delivered_fraction"),
+        "token_capture/quarantined_fraction_mean": mean("quarantined_fraction"),
+        "token_capture/calls_per_rollout_mean": mean("n_calls"),
+        "token_capture/chains_per_rollout_mean": mean("chains"),
+        # Calls the model returned with no generated tokens. Non-zero usually means the output
+        # budget or a content filter is truncating generations before the first token.
+        "token_capture/empty_generation_calls": total("empty_generation_calls"),
+        # Count recorded parent links that could not be used.
+        # Missing parents may fall back to token-prefix inference.
+        # Contradictory parent digests remain quarantined.
+        "token_capture/parent_link_failures": float(
+            sum(
+                sum((m.get("parent_link_failures") or {}).values()) for m in per_rollout
+            )
+        ),
+        # Counted from the build rather than the metrics dict: Gym puts the verdict at the top of
+        # the rollout record, so a consumer reads one field to decide, and the metrics dict below
+        # carries only the reasons.
+        "token_capture/masked_rollouts": float(masked),
+        "token_capture/incomplete_rollouts": float(
+            sum(1 for m in per_rollout if m.get("capture_incomplete"))
+        ),
+    }
+
+
+def _build_token_capture_source(
+    global_config_dict: Any,
+    token_source_factory: TokenSourceFactory | None = None,
+) -> tuple[Any, list[Path]]:
+    """Build the source owned by the NeMo-RL rollout actor."""
+    # NeMo Gym is optional outside the Gym environment path.
+    from nemo_gym.token_id_capture import TokenCaptureStore, TokenSource
+    from nemo_gym.token_id_capture.config import TokenIdCaptureConfig
+    from nemo_gym.token_id_capture.consumer import token_id_capture_dirs_from_config
+
+    capture_config = TokenIdCaptureConfig.model_validate(global_config_dict)
+    capture_dirs = token_id_capture_dirs_from_config(global_config_dict)
+    if not capture_config.enabled:
+        if token_source_factory is not None:
+            raise ValueError(
+                "A token source factory requires token_id_capture.enabled=true."
+            )
+        return None, capture_dirs
+
+    source = token_source_factory() if token_source_factory is not None else None
+    if source is not None and not isinstance(source, TokenSource):
+        raise TypeError(
+            "token_source_factory must return a nemo_gym.token_id_capture.TokenSource."
+        )
+    if source is None and capture_dirs:
+        source = TokenCaptureStore(capture_dirs[0])
+    if source is None:
+        raise ValueError(
+            "NeMo-RL owns token-capture finalization when it calls run_examples directly. "
+            "Configure token_id_capture.dir or pass token_source_factory to spinup_nemo_gym_actor."
+        )
+    return source, capture_dirs
+
+
 @ray.remote(max_restarts=-1, max_task_retries=-1)  # pragma: no cover
 class NemoGym(EnvironmentInterface):
     """This environment class isn't really used for training. It's really meant as an integration wrapper around NeMo-Gym that hooks into the existing NeMo RL resource management via ray. So there is still one source of truth for resource management in NeMo RL."""
 
-    def __init__(self, cfg: NemoGymConfig):
+    def __init__(
+        self,
+        cfg: NemoGymConfig,
+        token_source_factory: TokenSourceFactory | None = None,
+    ):
         self.cfg = cfg
+        self._token_source_factory = token_source_factory
         # Populated by _spinup. Declared here so a restarted actor -- Ray recreates it
         # through __init__, which does not start the Gym servers -- reports what
         # actually happened instead of an AttributeError from deep inside a rollout.
@@ -325,6 +431,9 @@ def __init__(self, cfg: NemoGymConfig):
         # here rather than in _spinup so a second spinup cannot wipe an installed
         # tokenizer and then report that set_tokenizer was never called.
         self._tokenizer: Optional[PreTrainedTokenizerBase] = None
+        self._token_capture_source: Any = None
+        self._token_capture_dirs: list[Path] = []
+        self._resolved_gym_config: Any = {}
         self._pad_dynamic_image_shapes = bool(cfg.get("pad_dynamic_image_shapes"))
         # Reconstruct the processor inside the actor (rather than serializing it
         # per rollout call) for full-trajectory multimodal postprocessing.
@@ -455,6 +564,18 @@ def _spinup(self) -> None:
             )
         )
 
+        # This actor calls ``run_examples`` directly.
+        # It therefore owns token-source finalization and retirement.
+        from nemo_gym.global_config import get_global_config_dict
+
+        self._resolved_gym_config = get_global_config_dict()
+        self._token_capture_source, self._token_capture_dirs = (
+            _build_token_capture_source(
+                self._resolved_gym_config,
+                self._token_source_factory,
+            )
+        )
+
         # Setup for rollout collection
         self.head_server_config = BaseServerConfig(
             host=self.node_ip,
@@ -515,10 +636,63 @@ async def run_rollouts(
         normalize_media_in_examples(nemo_gym_examples)
 
         timer.start("_run_rollouts_total")
+
+        # Correlate each rollout so Gym can capture its model calls.
+        # The low-level ``run_examples`` path does not stamp this id.
+        from nemo_gym.global_config import ROLLOUT_ID_KEY_NAME
+        from nemo_gym.token_id_capture.config import (
+            token_id_capture_enabled_for_agent,
+        )
+        from nemo_gym.token_id_capture.consumer import (
+            clear_token_captures_for_rollouts,
+        )
+        from nemo_gym.token_id_capture.delivery import (
+            finalize_rollout_token_capture,
+            retire_rollout_token_capture,
+        )
+
+        token_source = self._token_capture_source
+        # A monotonic counter gives each rollout an id unique across steps; the per-step ``_rowidx``
+        # resets every step and would collide token files. The counter is per ACTOR, so under
+        # sharding K actors would each start at 0 and collide across shards -- harmless while the
+        # capture dir is node-local, silently corrupting the moment it is not. A per-actor random
+        # base makes the id unique regardless.
+        #
+        # This goes in Gym's dedicated correlation key rather than its task/rollout indices. Those
+        # mean "which dataset row", which is not what this is, and Gym derives an id from them only
+        # as a fallback for callers that have nothing better.
+        if not hasattr(self, "_rollout_seq"):
+            self._rollout_seq = 0
+            self._rollout_id_base = uuid.uuid4().hex
+        for row in nemo_gym_examples:
+            row[ROLLOUT_ID_KEY_NAME] = f"s{self._rollout_id_base}-{self._rollout_seq}"
+            self._rollout_seq += 1
+
+        selected_rows = [
+            row
+            for row in nemo_gym_examples
+            if token_id_capture_enabled_for_agent(
+                self._resolved_gym_config,
+                (row.get("agent_ref") or {}).get("name"),
+            )
+        ]
+        if self._token_capture_dirs and selected_rows:
+            clear_token_captures_for_rollouts(
+                selected_rows,
+                self._token_capture_dirs,
+            )
+
         nemo_gym_result_iterator = self.rch.run_examples(
             examples=nemo_gym_examples, head_server_config=self.head_server_config
         )
 
+        # Token-capture health, accumulated across this batch and emitted with the timing metrics
+        # on the final result (this is a streaming generator, so there is no end-of-loop).
+        capture_metrics: list[dict[str, Any]] = []
+        rebuilt_rollouts = 0
+        unbuilt_rollouts = 0
+        masked_rollouts = 0
+
         num_results = 0
         for task in nemo_gym_result_iterator:
             with timer.time(label=f"{timer_prefix}/await_results"):
@@ -539,12 +713,36 @@ async def run_rollouts(
                         raise typed from None
                     raise
 
+            built = None
+            rollout_id = nemo_gym_row[ROLLOUT_ID_KEY_NAME]
+            original_output = (nemo_gym_result.get("response") or {}).get("output")
+            if not isinstance(original_output, list):
+                original_output = None
+            capture_selected = token_id_capture_enabled_for_agent(
+                self._resolved_gym_config,
+                (nemo_gym_row.get("agent_ref") or {}).get("name"),
+            )
+            if token_source is not None and capture_selected:
+                # The low-level path does not copy correlation onto the result.
+                nemo_gym_result[ROLLOUT_ID_KEY_NAME] = nemo_gym_row[ROLLOUT_ID_KEY_NAME]
+                built = await finalize_rollout_token_capture(
+                    nemo_gym_result, token_source
+                )
+                if built is not None:
+                    capture_metrics.append(built.get("metrics") or {})
+                    masked_rollouts += bool(built.get("mask_sample"))
+                    if built.get("rebuilt_response") is not None:
+                        rebuilt_rollouts += 1
+                    else:
+                        unbuilt_rollouts += 1
+
             with timer.time(label=f"{timer_prefix}/postprocess_results"):
                 nemo_rl_result = self._postprocess_nemo_gym_to_nemo_rl_result(
                     nemo_gym_row,
                     nemo_gym_result,
                     tokenizer,
                     include_initial_multimodal_data=not deduplicate_multimodal_data,
+                    media_output_items=original_output,
                 )
                 if _has_nan_generation_logprobs(nemo_rl_result):
                     raise RuntimeError("Generation logprobs contain NaN")
@@ -560,6 +758,14 @@ async def run_rollouts(
                     * timing_metrics[f"{timer_prefix}/postprocess_results"]
                     / total_time
                 )
+                timing_metrics.update(
+                    _token_capture_metrics(
+                        capture_metrics,
+                        rebuilt_rollouts,
+                        unbuilt_rollouts,
+                        masked_rollouts,
+                    )
+                )
 
             agent_name = nemo_gym_row["agent_ref"]["name"]
             counts_left[agent_name] -= 1
@@ -578,6 +784,7 @@ async def run_rollouts(
                 )
 
             yield nemo_gym_row["_rowidx"], nemo_rl_result, timing_metrics
+            await retire_rollout_token_capture(rollout_id, token_source, built)
 
     def _postprocess_nemo_gym_to_nemo_rl_result(
         self,
@@ -586,6 +793,7 @@ def _postprocess_nemo_gym_to_nemo_rl_result(
         tokenizer: PreTrainedTokenizerBase,
         *,
         include_initial_multimodal_data: bool = True,
+        media_output_items: list[dict] | None = None,
     ) -> dict:
         assert isinstance(nemo_gym_result, dict), (
             f"Hit a non-successful response when querying NeMo Gym for rollouts: {nemo_gym_result}"
@@ -646,7 +854,9 @@ def _postprocess_nemo_gym_to_nemo_rl_result(
             )
         per_turn_images = (
             _index_per_turn_images(
-                response["output"],
+                response["output"]
+                if media_output_items is None
+                else media_output_items,
                 input_messages=media_messages,
             )
             if processor is not None
@@ -846,14 +1056,17 @@ def _postprocess_nemo_gym_to_nemo_rl_result(
             result["_initial_multimodal_data_omitted"] = initial_multimodal_data_omitted
         return result
 
-    def shutdown(self) -> None:
-        # Teardown runs in a finally block, so it must not turn a real training error
-        # into a confusing AttributeError from a never-spun-up (e.g. restarted) actor.
-        if self.rh is None:
-            return
-        run_helper = self.rh
-        self.rh = None
-        run_helper.shutdown()
+    async def shutdown(self) -> None:
+        """Close token capture and stop Gym servers."""
+        try:
+            if self._token_capture_source is not None:
+                await self._token_capture_source.close()
+                self._token_capture_source = None
+        finally:
+            if self.rh is not None:
+                run_helper = self.rh
+                self.rh = None
+                run_helper.shutdown()
 
     def step(self, message_log_batch, metadata):
         # This is not used since NeMo-Gym will handle the rollouts entirely.
@@ -964,6 +1177,32 @@ def setup_nemo_gym_config(config, tokenizer) -> None:
         env_cfg = config.env.setdefault("nemo_gym", {})
         env_cfg.setdefault("tokenizer_config", dict(config.policy["tokenizer"]))
 
+    # Publish the training sampling params for a Gym model server to put on requests it
+    # serves for an external agent harness.
+    #
+    # A native agent does not need this. _prepare_nemo_gym_rows stamps temperature and
+    # top_p on every row, the agent builds its request from the row, and Gym forwards
+    # them. An external harness is a released binary that builds its own requests and
+    # never reads the row, so its rollout turns arrive with no sampling params and its
+    # auxiliary turns, such as a title generator or a context compressor, arrive with
+    # whatever the harness hardcoded. create_chat_completion rejects both, and once
+    # retries are exhausted the trajectory is dropped.
+    #
+    # Published as one dict so a model server config reads it in one interpolation. The
+    # value is the training profile: a harness cannot honour a per-rollout profile anyway,
+    # since it never reads the row, so validation rollouts it serves also sample this way.
+    #
+    # top_k is left out: it stays null on this path and the vLLM worker force-sets -1.
+    #
+    # Written at the top of the nemo_gym block because that whole block becomes Gym's global
+    # config: grpo.py passes dict(env_configs["nemo_gym"]) as initial_global_config_dict, so a
+    # key here is a key Gym config files can interpolate.
+    nemo_gym_cfg = config.env.setdefault("nemo_gym", {})
+    nemo_gym_cfg["policy_generation_sampling"] = {
+        "temperature": generation_config["temperature"],
+        "top_p": generation_config["top_p"],
+    }
+
 
 def build_nemo_gym_config(
     env_configs: dict[str, Any],
@@ -1048,6 +1287,7 @@ def spinup_nemo_gym_actor(
     tokenizer: PreTrainedTokenizerBase,
     enable_router_replay: bool,
     use_fastokens: bool,
+    token_source_factory: TokenSourceFactory | None = None,
 ) -> Any:
     """Spin up the NeMo-Gym actor against the given generation server URLs.
 
@@ -1060,6 +1300,8 @@ def spinup_nemo_gym_actor(
             rollout call. See ``NemoGym.set_tokenizer`` for why that
             distinction is the difference between a working run and a stalled
             one.
+        token_source_factory: Framework-owned factory executed inside the
+            NeMo-Gym actor. Leave unset to use Gym's file-backed source.
 
     Returns:
         The spun-up ``NemoGym`` Ray actor handle (``_spinup`` already awaited).
@@ -1081,7 +1323,10 @@ def spinup_nemo_gym_actor(
             soft=True,
         )
 
-    actor = NemoGym.options(**nemo_gym_opts).remote(nemo_gym_cfg)
+    actor = NemoGym.options(**nemo_gym_opts).remote(
+        nemo_gym_cfg,
+        token_source_factory,
+    )
     ray.get(actor._spinup.remote())
     ray.get(actor.set_tokenizer.remote(tokenizer))
     return actor
diff --git a/nemo_rl/experience/payload.py b/nemo_rl/experience/payload.py
index b0441937942..88f40944182 100644
--- a/nemo_rl/experience/payload.py
+++ b/nemo_rl/experience/payload.py
@@ -193,7 +193,7 @@ def pack_payload(
 
     Returns:
         sample_ids of the form {group_id}_g{i}, a jagged-packed TensorDict, and per-row
-        tags carrying weight_version plus any per-row violation counts.
+        tags carrying group identity, weight_version, and per-row violation counts.
     """
     lengths = train_batch["input_lengths"]
     n = int(lengths.shape[0])
@@ -212,6 +212,7 @@ def pack_payload(
         {
             "weight_version": weight_version,
             "prompt_idx": prompt_idx,
+            "group_id": group_id,
             **violations[i],
         }
         for i in range(n)
diff --git a/nemo_rl/experience/rollouts.py b/nemo_rl/experience/rollouts.py
index 46209cbadd0..db18725fe14 100644
--- a/nemo_rl/experience/rollouts.py
+++ b/nemo_rl/experience/rollouts.py
@@ -292,7 +292,10 @@ def _mask_sample_flags(extras: Iterable[dict[str, Any] | None]) -> torch.Tensor:
     """Return True for samples the environment asks GRPO to mask from loss."""
     return torch.tensor(
         [
-            bool(((extra or {}).get("instance_config") or {}).get(MASK_SAMPLE, False))
+            bool(
+                (extra or {}).get(MASK_SAMPLE)
+                or ((extra or {}).get("instance_config") or {}).get(MASK_SAMPLE, False)
+            )
             for extra in extras
         ],
         dtype=torch.bool,
diff --git a/nemo_rl/experience/sync_rollout_actor.py b/nemo_rl/experience/sync_rollout_actor.py
index 48bf096d530..b25c4f7364b 100644
--- a/nemo_rl/experience/sync_rollout_actor.py
+++ b/nemo_rl/experience/sync_rollout_actor.py
@@ -217,7 +217,10 @@ def rollout_to_tq(
         # Lazy imports keep rollout-specific dependencies off the actor startup path.
         # ``_policy_dtype`` sizes the VLM pixel tensors below.
         from nemo_rl.algorithms.grpo import _policy_dtype
-        from nemo_rl.algorithms.utils import get_gdpo_reward_component_keys
+        from nemo_rl.algorithms.utils import (
+            get_gdpo_reward_component_keys,
+            grouping_ids_from_identifiers,
+        )
         from nemo_rl.data.llm_message_utils import (
             MESSAGE_LOG_BULK_FIELDS,
             decompose_message_log,
@@ -249,7 +252,8 @@ def rollout_to_tq(
         )
 
         # Rollout dispatch (mirrors grpo_sync.py:294-349).
-        if should_use_nemo_gym(cfg):
+        use_nemo_gym = should_use_nemo_gym(cfg)
+        if use_nemo_gym:
             r = run_nemo_gym_rollout_sync(
                 **common,
                 max_seq_len=None,
@@ -360,6 +364,23 @@ def rollout_to_tq(
                 else np.asarray(v, dtype=object)
             )
 
+        n_samples = int(bulk_batch["sample_mask"].shape[0])
+        input_size = int(input_batch.size)
+        if group_size <= 0 or input_size % group_size != 0:
+            raise ValueError(
+                f"input_batch.size={input_size} is not divisible by group_size={group_size}"
+            )
+        n_prompts = input_size // group_size
+        if n_prompts == 0 or n_samples % n_prompts != 0:
+            raise ValueError(
+                f"bulk_batch has {n_samples} samples; not divisible by n_prompts={n_prompts}"
+            )
+        n_per_prompt = n_samples // n_prompts
+        uids = [str(uuid.uuid4()) for _ in range(n_prompts)]
+        prompt_ids_for_adv = prompt_flat["token_ids"]
+        if use_nemo_gym:
+            prompt_ids_for_adv = grouping_ids_from_identifiers(uids, n_per_prompt)
+
         # Slice — only what the driver can't derive from a TQ slice fetch
         # (anything containing `message_log` or per-token data would
         # force a fetch). Driver does scale_rewards / reward_shaping /
@@ -376,7 +397,7 @@ def rollout_to_tq(
             "truncated": truncated,
             "length": length,
             "input_lengths": input_lengths,
-            "prompt_ids_for_adv": prompt_flat["token_ids"],
+            "prompt_ids_for_adv": prompt_ids_for_adv,
             # Computed by decompose_message_log above; feeds
             # apply_reward_shaping on the driver without a TQ fetch.
             "response_token_lengths": decomposed["response_token_lengths"],
@@ -399,20 +420,16 @@ def rollout_to_tq(
                 )
             driver_carry = {k: driver_carry[k] for k in carry_keys}
 
-        n_samples = int(bulk_batch["sample_mask"].shape[0])
-        input_size = int(input_batch.size)
-        if group_size <= 0 or input_size % group_size != 0:
-            raise ValueError(
-                f"input_batch.size={input_size} is not divisible by group_size={group_size}"
-            )
-        n_prompts = input_size // group_size
-        if n_prompts == 0 or n_samples % n_prompts != 0:
-            raise ValueError(
-                f"bulk_batch has {n_samples} samples; not divisible by n_prompts={n_prompts}"
-            )
-        n_per_prompt = n_samples // n_prompts
-        uids = [str(uuid.uuid4()) for _ in range(n_prompts)]
-        sample_ids = [f"{uid}_g{i}" for uid in uids for i in range(n_per_prompt)]
+        tags = multimodal_row_tags(multimodal, n_samples) or [
+            {} for _ in range(n_samples)
+        ]
+        sample_ids = []
+        row_index = 0
+        for group_id in uids:
+            for generation_index in range(n_per_prompt):
+                sample_ids.append(f"{group_id}_g{generation_index}")
+                tags[row_index]["group_id"] = group_id
+                row_index += 1
         trace_rollout_payload(keys=sample_ids, data=bulk_batch)
         meta = kv_first_write(
             bulk_batch,
@@ -423,7 +440,7 @@ def rollout_to_tq(
             # Per-row shapes the flattening removes from the payload. ``tags``
             # is the transport's per-sample channel and is projected with the
             # rows, so no consumer re-keys them.
-            tags=multimodal_row_tags(multimodal, len(sample_ids)),
+            tags=tags,
             task_name=partition_id,
             pad_to_multiple=int(
                 cfg.policy.get("make_sequence_length_divisible_by") or 1
diff --git a/pyproject.toml b/pyproject.toml
index 1c6ece97508..2bc6c3c98eb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -292,7 +292,7 @@ test = [
 tensorrt-llm = { path = "3rdparty/TensorRT-LLM-workspace" }
 nemo-automodel = { path = "3rdparty/Automodel-workspace/Automodel", editable = true }
 megatron-bridge = { path = "3rdparty/Megatron-Bridge-workspace/Megatron-Bridge", editable = true }
-nemo_gym = { workspace = true }
+nemo_gym = { path = "3rdparty/Gym-workspace/Gym", editable = true }
 nemo_run = { git = "https://github.com/NVIDIA-NeMo/Run", rev = "414f0077c648fde2c71bb1186e97ccbf96d6844c" }
 # Must stay on the rev megatron-core pins for its dev/otel extras: the workspace
 # resolves a single nemo-lens, and PyPI's newest release (0.1.0) is older than
@@ -326,7 +326,6 @@ flashinfer-jit-cache = { index = "flashinfer-cu130" }
 
 [tool.uv.workspace]
 members = [
-  "3rdparty/Gym-workspace/Gym",
   # Research projects are also added here in order for them to share the global root level uv.lock.
   # If we don't do this, the research projects do not see the global uv.lock, and may mistakenly
   # install numpy>=2.0 because nemo-rl's core [dependencies] do not pin numpy, but when you inspect
@@ -509,6 +508,12 @@ conflicts = [
     { package = "nemo-rl", extra = "trtllm" },
     { package = "nemo-gym", extra = "vllm" },
   ],
+  # Gym pins openai==2.44.0 while sglang==0.5.17.dev30+g3003d70f6 pins openai==2.6.1.
+  # No supported environment installs both extras together.
+  [
+    { extra = "nemo_gym" },
+    { extra = "sglang" },
+  ],
   [
     { extra = "fsdp" },
     { extra = "sglang" },
diff --git a/tests/unit/algorithms/test_grpo.py b/tests/unit/algorithms/test_grpo.py
index 901f986b65f..21a4b237203 100644
--- a/tests/unit/algorithms/test_grpo.py
+++ b/tests/unit/algorithms/test_grpo.py
@@ -46,7 +46,9 @@
     _initial_policy_generation_stale,
     _maybe_restore_async_replay_buffer_checkpoint,
     _needs_hf_refit_handshake,
+    _prompt_grouping_ids,
     _raise_if_reward_penalties_enabled_without_nemo_gym,
+    _replay_prompt_batches,
     _resolve_logprob_skip_flags,
     _resolve_message_level_advantage_penalties,
     _save_async_replay_buffer_checkpoint,
@@ -263,6 +265,68 @@ def test_missing_mask_sample_is_noop(self):
         )
 
 
+def test_nemo_gym_prompt_grouping_uses_source_group_positions() -> None:
+    grouping_ids = _prompt_grouping_ids(
+        torch.empty((4, 0)),
+        num_prompts=2,
+        num_generations_per_prompt=2,
+        use_nemo_gym=True,
+    )
+
+    assert torch.equal(grouping_ids, torch.tensor([[0], [0], [1], [1]]))
+
+
+def test_nemo_gym_prompt_grouping_offsets_dynamic_sampling_batches() -> None:
+    grouping_ids = _prompt_grouping_ids(
+        torch.empty((4, 0)),
+        num_prompts=2,
+        num_generations_per_prompt=2,
+        use_nemo_gym=True,
+        group_offset=2,
+    )
+
+    assert torch.equal(grouping_ids, torch.tensor([[2], [2], [3], [3]]))
+
+
+def test_native_prompt_grouping_preserves_token_identity() -> None:
+    prompt_token_ids = torch.tensor([[1, 2], [1, 2], [3, 4], [3, 4]])
+
+    grouping_ids = _prompt_grouping_ids(
+        prompt_token_ids,
+        num_prompts=2,
+        num_generations_per_prompt=2,
+        use_nemo_gym=False,
+    )
+
+    assert grouping_ids is prompt_token_ids
+
+
+def test_replay_prompt_batches_restore_grouping_without_task_indices() -> None:
+    def make_batch(prompt: str) -> BatchedDataDict:
+        return create_mock_batch(
+            2,
+            ["math", "math"],
+            [
+                [
+                    {"role": "user", "content": f"{prompt}_{index}"},
+                    {"role": "assistant", "content": "response"},
+                ]
+                for index in range(2)
+            ],
+        )
+
+    batches = _replay_prompt_batches(
+        [
+            {"batch": make_batch("first")},
+            {"batch": make_batch("second")},
+        ],
+        use_explicit_grouping=True,
+    )
+
+    assert torch.equal(batches[0]["prompt_grouping_ids"], torch.tensor([[0], [0]]))
+    assert torch.equal(batches[1]["prompt_grouping_ids"], torch.tensor([[1], [1]]))
+
+
 def test_initial_policy_generation_stale() -> None:
     generation = MagicMock()
     generation.weight_synchronizer.is_stale = False
@@ -2537,6 +2601,58 @@ def test_dapo_dynamic_sampling_batch_caching(mock_grpo_components):
     assert batch_cache is not None
 
 
+def test_dapo_dynamic_sampling_carries_prompt_grouping_ids(mock_grpo_components):
+    def make_batch(grouping_id: int) -> BatchedDataDict:
+        batch = create_mock_batch(
+            3,
+            ["math"] * 3,
+            [
+                [
+                    {"role": "user", "content": f"prompt_{grouping_id}"},
+                    {"role": "assistant", "content": f"response_{i}"},
+                ]
+                for i in range(3)
+            ],
+        )
+        batch["total_reward"] = torch.tensor([1.0, 0.0, 0.5])
+        batch["prompt_grouping_ids"] = torch.full((3, 1), grouping_id)
+        return batch
+
+    master_config = mock_grpo_components["master_config"]
+    master_config.grpo.use_dynamic_sampling = True
+    master_config.grpo.num_prompts_per_step = 2
+    master_config.grpo.num_generations_per_prompt = 3
+    master_config.grpo.dynamic_sampling_max_gen_batches = 5
+    std = torch.tensor([0.4, 0.4, 0.4])
+    baseline = torch.tensor([0.5, 0.5, 0.5])
+
+    _, complete, cache, _ = dynamic_sampling(
+        make_batch(10),
+        std,
+        baseline,
+        dynamic_sampling_num_gen_batches=1,
+        master_config=master_config,
+        timer=Timer(),
+    )
+    assert not complete
+
+    result, complete, _, _ = dynamic_sampling(
+        make_batch(11),
+        std,
+        baseline,
+        dynamic_sampling_num_gen_batches=2,
+        master_config=master_config,
+        timer=Timer(),
+        batch_cache=cache,
+    )
+
+    assert complete
+    assert torch.equal(
+        result["prompt_grouping_ids"],
+        torch.tensor([[10], [10], [10], [11], [11], [11]]),
+    )
+
+
 def test_dapo_cache_aligns_deduplicated_media_with_text_only_batch(
     mock_grpo_components,
 ):
@@ -4059,6 +4175,31 @@ def _run_single_grpo_train_step(mock_grpo_components, train_func, monkeypatch):
             )
 
 
+def test_grpo_train_passes_source_prompt_grouping_ids_to_estimator(
+    mock_grpo_components, monkeypatch
+):
+    source_prompt_grouping_ids = torch.tensor([[1234]])
+    mock_adv_estimator = MagicMock()
+    mock_adv_estimator.compute_advantage.side_effect = (
+        lambda **kwargs: torch.zeros_like(kwargs["mask"])
+    )
+    monkeypatch.setattr(
+        "nemo_rl.algorithms.grpo._create_advantage_estimator",
+        lambda _cfg: mock_adv_estimator,
+    )
+    monkeypatch.setattr(
+        "nemo_rl.algorithms.grpo._prompt_grouping_ids",
+        lambda *args, **kwargs: source_prompt_grouping_ids,
+    )
+
+    _run_single_grpo_train_step(mock_grpo_components, grpo_train, monkeypatch)
+
+    assert torch.equal(
+        mock_adv_estimator.compute_advantage.call_args.kwargs["prompt_ids"],
+        source_prompt_grouping_ids,
+    )
+
+
 @pytest.mark.parametrize("train_func", [grpo_train, async_grpo_train])
 def test_grpo_train_clips_advantages_when_configured(
     mock_grpo_components, train_func, monkeypatch
diff --git a/tests/unit/algorithms/test_utils.py b/tests/unit/algorithms/test_utils.py
index 559d2f5c13a..f9d607e864b 100755
--- a/tests/unit/algorithms/test_utils.py
+++ b/tests/unit/algorithms/test_utils.py
@@ -28,6 +28,7 @@
     WALL_CLOCK_EFFICIENCY_CATEGORIES,
     calculate_baseline_and_std_per_prompt,
     get_tokenizer,
+    grouping_ids_from_identifiers,
     maybe_pad_last_batch,
     print_efficiency_summary,
     print_performance_metrics,
@@ -36,6 +37,19 @@
 from nemo_rl.distributed.batched_data_dict import BatchedDataDict
 
 
+def test_grouping_ids_from_identifiers_are_stable_and_distinct() -> None:
+    grouping_ids = grouping_ids_from_identifiers(["group-a", "group-b"], 2)
+
+    assert grouping_ids.shape == (4, 2)
+    assert torch.equal(grouping_ids[0], grouping_ids[1])
+    assert torch.equal(grouping_ids[2], grouping_ids[3])
+    assert not torch.equal(grouping_ids[0], grouping_ids[2])
+    assert torch.equal(
+        grouping_ids,
+        grouping_ids_from_identifiers(["group-a", "group-b"], 2),
+    )
+
+
 @pytest.fixture
 def conversation_messages():
     """Fixture providing a multi-turn conversation for testing chat templates"""
diff --git a/tests/unit/data_plane/test_smoke.py b/tests/unit/data_plane/test_smoke.py
index e373adf076f..3574df6b7fc 100644
--- a/tests/unit/data_plane/test_smoke.py
+++ b/tests/unit/data_plane/test_smoke.py
@@ -164,3 +164,111 @@ def test_sync_rollout_actor_prompt_extraction_and_masks_match_grpo() -> None:
         flat["generation_logprobs"],
         torch.tensor([[0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.2]]),
     )
+
+
+def test_sync_rollout_actor_uses_explicit_nemo_gym_prompt_groups() -> None:
+    """Harness prompt rewrites must not change synchronous TQ grouping."""
+    from types import SimpleNamespace
+    from unittest.mock import patch
+
+    import torch
+
+    from nemo_rl.data_plane.interfaces import KVBatchMeta
+    from nemo_rl.distributed.batched_data_dict import BatchedDataDict
+    from nemo_rl.experience.sync_rollout_actor import SyncRolloutActor
+
+    message_logs = [
+        [
+            {
+                "role": "user",
+                "content": f"workspace-{index}",
+                "token_ids": torch.tensor([100 + index]),
+            },
+            {
+                "role": "assistant",
+                "content": "answer",
+                "token_ids": torch.tensor([200 + index]),
+                "generation_logprobs": torch.tensor([-0.1]),
+            },
+        ]
+        for index in range(4)
+    ]
+    final_batch = BatchedDataDict(
+        {
+            "message_log": message_logs,
+            "length": torch.ones(4, dtype=torch.long),
+            "total_reward": torch.tensor([1.0, 0.0, 0.5, 0.25]),
+            "loss_multiplier": torch.ones(4),
+            "truncated": torch.zeros(4, dtype=torch.bool),
+        }
+    )
+    rollout_result = SimpleNamespace(
+        final_batch=final_batch,
+        rollout_metrics={"mean_gen_tokens_per_sample": 1.0},
+    )
+
+    controller_cls = SyncRolloutActor.__ray_metadata__.modified_class
+    actor = object.__new__(controller_cls)
+    actor.policy_generation = None
+    actor.tokenizer = SimpleNamespace(pad_token_id=0)
+    actor.task_to_env = {}
+    actor._dp_client = object()
+    actor.master_config = SimpleNamespace(
+        policy={
+            "generation": {},
+            "make_sequence_length_divisible_by": 1,
+            "precision": "float32",
+        },
+        logger={"wandb_enabled": False, "wandb": {}},
+        env={"nemo_gym": {}},
+        grpo=SimpleNamespace(
+            deduplicate_multimodal_data=False,
+            debug_payload_metrics=False,
+        ),
+        reward_penalties=SimpleNamespace(),
+    )
+
+    def fake_write(batch, *, sample_ids, partition_id, tags, **kwargs):
+        del batch, kwargs
+        return KVBatchMeta(
+            partition_id=partition_id,
+            task_name=partition_id,
+            sample_ids=sample_ids,
+            tags=tags,
+        )
+
+    with (
+        patch(
+            "nemo_rl.experience.sync_rollout_actor.run_nemo_gym_rollout_sync",
+            return_value=rollout_result,
+        ),
+        patch(
+            "nemo_rl.experience.sync_rollout_actor.get_nemo_gym_thinking_tags",
+            return_value=None,
+        ),
+        patch(
+            "nemo_rl.environments.nemo_gym.should_use_nemo_gym",
+            return_value=True,
+        ),
+        patch(
+            "nemo_rl.experience.sync_rollout_actor.kv_first_write",
+            side_effect=fake_write,
+        ),
+    ):
+        meta, carry, _, _ = actor.rollout_to_tq(
+            BatchedDataDict({"row": torch.arange(4)}),
+            partition_id="train",
+            group_size=2,
+        )
+
+    grouping_ids = carry["prompt_ids_for_adv"]
+    assert torch.equal(grouping_ids[0], grouping_ids[1])
+    assert torch.equal(grouping_ids[2], grouping_ids[3])
+    assert not torch.equal(grouping_ids[0], grouping_ids[2])
+    assert meta.tags is not None
+    assert [tag["group_id"] for tag in meta.tags] == [
+        meta.sample_ids[0].rsplit("_g", 1)[0],
+        meta.sample_ids[1].rsplit("_g", 1)[0],
+        meta.sample_ids[2].rsplit("_g", 1)[0],
+        meta.sample_ids[3].rsplit("_g", 1)[0],
+    ]
diff --git a/tests/unit/environments/test_nemo_gym.py b/tests/unit/environments/test_nemo_gym.py
index eefd569b72a..49107f334d8 100644
--- a/tests/unit/environments/test_nemo_gym.py
+++ b/tests/unit/environments/test_nemo_gym.py
@@ -13,6 +13,8 @@
 # limitations under the License.
 import asyncio
 import json
+import multiprocessing
+import os
 import time
 from copy import deepcopy
 from pathlib import Path
@@ -41,6 +43,8 @@
 from nemo_rl.environments.nemo_gym import (
     NemoGym,
     NemoGymConfig,
+    _build_token_capture_source,
+    _token_capture_metrics,
     build_reward_component_columns,
     extract_reward_components,
     setup_nemo_gym_config,
@@ -942,6 +946,41 @@ class NemotronNanoVLV2Processor:
     assert extra_body == {"chat_template_kwargs": {"enable_thinking": True}}
 
 
+class _ConfiguredTokenSource:
+    def __init__(self, endpoint: str) -> None:
+        self.endpoint = endpoint
+
+    async def freeze(self, rollout_id: str) -> object:
+        raise NotImplementedError
+
+    async def drop(self, rollout_id: str, *, snapshot_id: str, version: int) -> bool:
+        return True
+
+    async def close(self) -> None:
+        return None
+
+
+class _ConfiguredTokenSourceFactory:
+    def __init__(self, endpoint: str) -> None:
+        self.endpoint = endpoint
+
+    def __call__(self) -> _ConfiguredTokenSource:
+        return _ConfiguredTokenSource(self.endpoint)
+
+
+def _build_source_in_consumer_process(factory, queue) -> None:
+    source, directories = _build_token_capture_source(
+        {
+            "token_id_capture": {
+                "enabled": True,
+                "rebuild_response": False,
+            }
+        },
+        factory,
+    )
+    queue.put((os.getpid(), source.endpoint, directories))
+
+
 def test_extract_reward_components():
     """The GDPO multi-reward bridge helper: None for single-reward, normalized dict otherwise."""
     # Single-reward result (no reward_components) -> None, so callers use scalar reward.
@@ -1923,3 +1962,233 @@ def _assert_has_token_ids(resp, label):
             f"expected null top_logprobs accepted-with-None or rejected as 4xx, "
             f"got {null_resp.status_code}: {null_resp.text}"
         )
+
+
+class TestTokenCaptureMetrics:
+    """The numbers that make silent training loss visible.
+
+    The failure they exist to catch is a rollout that looks healthy -- green
+    run, moving reward -- while most of its calls were quarantined because the
+    chat template dropped earlier reasoning and the prompts stopped chaining.
+    """
+
+    def test_summarizes_a_healthy_batch(self):
+        per_rollout = [
+            {
+                "delivered_fraction": 1.0,
+                "quarantined_fraction": 0.0,
+                "n_calls": 4,
+                "chains": 1,
+            },
+            {
+                "delivered_fraction": 1.0,
+                "quarantined_fraction": 0.0,
+                "n_calls": 6,
+                "chains": 1,
+            },
+        ]
+        got = _token_capture_metrics(per_rollout, rebuilt=2, unbuilt=0)
+        assert got["token_capture/rebuilt_fraction"] == 1.0
+        assert got["token_capture/delivered_fraction_mean"] == 1.0
+        assert got["token_capture/calls_per_rollout_mean"] == 5.0
+        assert got["token_capture/masked_rollouts"] == 0.0
+
+    def test_surfaces_partial_delivery(self):
+        """A reasoning model whose history is stripped: the chain breaks, most of
+        the rollout is quarantined, and the run would otherwise look fine."""
+        per_rollout = [
+            {
+                "delivered_fraction": 0.2,
+                "quarantined_fraction": 0.75,
+                "n_calls": 8,
+                "chains": 4,
+            },
+            {
+                "delivered_fraction": 0.25,
+                "quarantined_fraction": 0.7,
+                "n_calls": 8,
+                "chains": 3,
+            },
+        ]
+        got = _token_capture_metrics(per_rollout, rebuilt=2, unbuilt=0)
+        assert got["token_capture/delivered_fraction_mean"] < 0.3
+        assert got["token_capture/quarantined_fraction_mean"] > 0.7
+        assert got["token_capture/chains_per_rollout_mean"] == 3.5
+
+    def test_counts_masked_incomplete_and_unbuilt(self):
+        per_rollout = [
+            {
+                "capture_incomplete": True,
+                "empty_generation_calls": 1,
+                "parent_link_failures": {"parent_digest_mismatch": 2},
+            },
+            {"empty_generation_calls": 2, "parent_link_failures": {}},
+        ]
+        # The mask verdict is counted from the build, not read out of the metrics dict, because
+        # Gym now puts it at the top of the rollout record and leaves only reasons in the dict.
+        got = _token_capture_metrics(per_rollout, rebuilt=1, unbuilt=1, masked=1)
+        assert got["token_capture/masked_rollouts"] == 1.0
+        assert got["token_capture/incomplete_rollouts"] == 1.0
+        assert got["token_capture/empty_generation_calls"] == 3.0
+        # Fallback reasons are counted per reason, then summed across the batch.
+        assert got["token_capture/parent_link_failures"] == 2.0
+        assert got["token_capture/rollouts_unbuilt"] == 1.0
+        assert got["token_capture/rebuilt_fraction"] == 0.5
+
+    def test_emits_nothing_when_capture_is_off(self):
+        assert _token_capture_metrics([], rebuilt=0, unbuilt=0) == {}
+
+
+def test_build_token_capture_source_uses_the_default_file_store(tmp_path):
+    source, directories = _build_token_capture_source(
+        {
+            "token_id_capture": {
+                "enabled": True,
+                "dir": str(tmp_path),
+                "rebuild_response": False,
+            }
+        }
+    )
+
+    assert source.root == tmp_path
+    assert directories == [tmp_path]
+
+
+def test_build_token_capture_source_uses_a_framework_owned_factory():
+    source, directories = _build_token_capture_source(
+        {
+            "token_id_capture": {
+                "enabled": True,
+                "rebuild_response": False,
+            }
+        },
+        _ConfiguredTokenSourceFactory(endpoint="transfer-queue://tokens"),
+    )
+
+    assert isinstance(source, _ConfiguredTokenSource)
+    assert source.endpoint == "transfer-queue://tokens"
+    assert directories == []
+
+
+def test_framework_source_factory_runs_in_the_consumer_process():
+    context = multiprocessing.get_context("fork")
+    queue = context.Queue()
+    process = context.Process(
+        target=_build_source_in_consumer_process,
+        args=(_ConfiguredTokenSourceFactory("transfer-queue://tokens"), queue),
+    )
+
+    process.start()
+    process.join(timeout=60)
+
+    assert process.exitcode == 0
+    child_pid, endpoint, directories = queue.get(timeout=10)
+    assert child_pid != os.getpid()
+    assert endpoint == "transfer-queue://tokens"
+    assert directories == []
+
+
+@pytest.mark.asyncio
+async def test_run_rollouts_retires_capture_after_yield_is_accepted(monkeypatch):
+    """Keep frozen evidence until the rollout consumer requests another item."""
+    from nemo_gym.global_config import ROLLOUT_ID_KEY_NAME
+    from nemo_gym.token_id_capture import config as capture_config
+    from nemo_gym.token_id_capture import delivery
+
+    events = []
+    original_output = [
+        {"type": "function_call_output", "output": "data:image/png;base64,image"}
+    ]
+    rebuilt_output = [{"generation_token_ids": [1]}]
+
+    async def finalize(result, source):
+        rollout_id = result[ROLLOUT_ID_KEY_NAME]
+        assert rollout_id.startswith("s")
+        assert len(rollout_id.split("-", maxsplit=1)[0]) == 33
+        result["response"]["output"] = rebuilt_output
+        events.append("finalize")
+        return {
+            "rebuilt_response": {"output": rebuilt_output},
+            "metrics": {"n_calls": 2},
+            "_capture_snapshot": {"snapshot_id": "snapshot", "version": 1},
+        }
+
+    async def retire(rollout_id, source, built):
+        assert rollout_id.startswith("s")
+        assert built["_capture_snapshot"]["snapshot_id"] == "snapshot"
+        events.append("retire")
+        return True
+
+    monkeypatch.setattr(delivery, "finalize_rollout_token_capture", finalize)
+    monkeypatch.setattr(delivery, "retire_rollout_token_capture", retire)
+    monkeypatch.setattr(
+        capture_config,
+        "token_id_capture_enabled_for_agent",
+        lambda config, agent_name: agent_name == "captured",
+    )
+
+    row = {
+        "_rowidx": 0,
+        "agent_ref": {"name": "captured"},
+        "responses_create_params": {"input": []},
+    }
+    result = {
+        "response": {"output": original_output},
+        "responses_create_params": {"input": []},
+    }
+
+    class RolloutHelper:
+        def run_examples(self, *, examples, head_server_config):
+            async def completed():
+                return examples[0], result
+
+            return [asyncio.create_task(completed())]
+
+    actor_class = NemoGym.__ray_metadata__.modified_class
+    actor = actor_class(
+        NemoGymConfig(model_name="model", base_urls=[], initial_global_config_dict={})
+    )
+    actor.rh = object()
+    actor.rch = RolloutHelper()
+    actor.head_server_config = object()
+    actor._resolved_gym_config = {}
+    actor._token_capture_source = object()
+
+    def postprocess(row, finalized_result, tokenizer, **kwargs):
+        assert finalized_result["response"]["output"] is rebuilt_output
+        assert kwargs["media_output_items"] is original_output
+        return {"message_log": []}
+
+    actor._postprocess_nemo_gym_to_nemo_rl_result = postprocess
+
+    rollouts = actor.run_rollouts([row], object(), "test")
+    await anext(rollouts)
+    assert events == ["finalize"]
+
+    with pytest.raises(StopAsyncIteration):
+        await anext(rollouts)
+    assert events == ["finalize", "retire"]
+
+
+@pytest.mark.asyncio
+async def test_shutdown_closes_the_token_source_before_gym_servers():
+    events = []
+
+    class Source:
+        async def close(self):
+            events.append("source")
+
+    class RunHelper:
+        def shutdown(self):
+            events.append("servers")
+
+    actor_class = NemoGym.__ray_metadata__.modified_class
+    actor = actor_class(
+        NemoGymConfig(model_name="model", base_urls=[], initial_global_config_dict={})
+    )
+    actor._token_capture_source = Source()
+    actor.rh = RunHelper()
+
+    await actor.shutdown()
+
+    assert events == ["source", "servers"]
diff --git a/tests/unit/environments/test_nemo_gym_health.py b/tests/unit/environments/test_nemo_gym_health.py
index 41f5d0c4cc8..d2e839e98bd 100644
--- a/tests/unit/environments/test_nemo_gym_health.py
+++ b/tests/unit/environments/test_nemo_gym_health.py
@@ -84,15 +84,17 @@ def test_run_rollouts_refuses_rather_than_raising_attribute_error(self):
 
             asyncio.run(anext(gen))
 
-    def test_shutdown_is_a_noop_so_teardown_does_not_mask_the_real_error(self):
+    @pytest.mark.asyncio
+    async def test_shutdown_is_a_noop_so_teardown_does_not_mask_the_real_error(self):
         """shutdown() runs in a finally block; it must not raise over a training error."""
-        _unspun().shutdown()
+        await _unspun().shutdown()
 
-    def test_shutdown_still_forwards_when_spun_up(self):
+    @pytest.mark.asyncio
+    async def test_shutdown_still_forwards_when_spun_up(self):
         env = _unspun()
         run_helper = _FakeRunHelper()
         env.rh = run_helper
-        env.shutdown()
-        env.shutdown()
+        await env.shutdown()
+        await env.shutdown()
         assert run_helper.shutdowns == 1
         assert env.rh is None
diff --git a/tests/unit/experience/test_payload.py b/tests/unit/experience/test_payload.py
index a30e8f86c9e..b46a03c0f5b 100644
--- a/tests/unit/experience/test_payload.py
+++ b/tests/unit/experience/test_payload.py
@@ -151,8 +151,8 @@ def test_record_to_train_batch_preserves_routed_experts_in_tq_payload() -> None:
         "num_assistant_messages": 1,
     }
     assert tags == [
-        {"weight_version": 3, "prompt_idx": 17, **no_violations},
-        {"weight_version": 3, "prompt_idx": 17, **no_violations},
+        {"weight_version": 3, "prompt_idx": 17, "group_id": "group", **no_violations},
+        {"weight_version": 3, "prompt_idx": 17, "group_id": "group", **no_violations},
     ]
 
 
@@ -359,6 +359,7 @@ def test_pack_payload_stamps_violation_counts_on_tags() -> None:
         {
             "weight_version": 7,
             "prompt_idx": 17,
+            "group_id": "g",
             "num_invalid_tool_calls": 1,
             "num_malformed_thinking": 0,
             "num_assistant_messages": 1,
@@ -366,6 +367,7 @@ def test_pack_payload_stamps_violation_counts_on_tags() -> None:
         {
             "weight_version": 7,
             "prompt_idx": 17,
+            "group_id": "g",
             "num_invalid_tool_calls": 0,
             "num_malformed_thinking": 1,
             "num_assistant_messages": 1,
@@ -373,6 +375,7 @@ def test_pack_payload_stamps_violation_counts_on_tags() -> None:
         {
             "weight_version": 7,
             "prompt_idx": 17,
+            "group_id": "g",
             "num_invalid_tool_calls": 0,
             "num_malformed_thinking": 0,
             "num_assistant_messages": 0,
diff --git a/tests/unit/experience/test_reward_penalties.py b/tests/unit/experience/test_reward_penalties.py
index ad03ba44728..2a1584bf1d0 100644
--- a/tests/unit/experience/test_reward_penalties.py
+++ b/tests/unit/experience/test_reward_penalties.py
@@ -93,6 +93,7 @@ def encode(self, text, add_special_tokens=False):
 
 class TestMaskSampleFlags:
     def test_reads_mask_sample_from_instance_config(self):
+        """An agent that judges its own rollout unusable sets it in the instance config."""
         results = [
             {"full_result": {"instance_config": {"mask_sample": True}}},
             {"full_result": {"instance_config": {"mask_sample": False}}},
@@ -108,6 +109,21 @@ def test_reads_mask_sample_from_instance_config(self):
             mask_sample, torch.tensor([True, False, False, False, False])
         )
 
+    def test_reads_mask_sample_from_the_top_of_the_record(self):
+        """Gym's token capture puts it there: rollout collection does not own the agent's
+        instance config, and a consumer should not have to know the feature exists to find it."""
+        results = [
+            {"full_result": {"mask_sample": True}},
+            {"full_result": {"mask_sample": False}},
+            # Either location masks, so a rollout flagged by the agent still counts.
+            {"full_result": {"instance_config": {"mask_sample": True}}},
+            {"full_result": {}},
+        ]
+
+        mask_sample = _mask_sample_flags(r["full_result"] for r in results)
+
+        assert torch.equal(mask_sample, torch.tensor([True, False, True, False]))
+
 
 class TestShouldMaskFlaggedSamples:
     def test_reads_env_should_mask_flagged_samples(self):
diff --git a/tests/unit/single_controller/test_single_controller_actor.py b/tests/unit/single_controller/test_single_controller_actor.py
index 50e361f5a1d..6b69381c0e2 100644
--- a/tests/unit/single_controller/test_single_controller_actor.py
+++ b/tests/unit/single_controller/test_single_controller_actor.py
@@ -34,6 +34,7 @@
 from nemo_rl.algorithms.single_controller import (
     SingleControllerActor,
     _pooled_opd_metrics,
+    _prompt_ids_from_group_tags,
 )
 from nemo_rl.algorithms.single_controller_utils.config import (
     AdvantageConfig,
@@ -46,6 +47,37 @@
 from nemo_rl.utils.timer import TimeoutChecker, Timer
 
 
+def test_prompt_group_tags_are_explicit_and_complete() -> None:
+    fallback = torch.tensor([[10], [20]])
+    grouped_meta = KVBatchMeta(
+        partition_id="train",
+        task_name="train",
+        sample_ids=["opaque-a", "opaque-b"],
+        tags=[{"group_id": "same"}, {"group_id": "same"}],
+    )
+
+    grouped = _prompt_ids_from_group_tags(grouped_meta, fallback)
+
+    assert torch.equal(grouped[0], grouped[1])
+    custom_meta = KVBatchMeta(
+        partition_id="train",
+        task_name="train",
+        sample_ids=["custom_g0", "custom_g1"],
+        tags=[{}, {}],
+    )
+    assert _prompt_ids_from_group_tags(custom_meta, fallback) is fallback
+    with pytest.raises(ValueError, match="one non-empty group_id"):
+        _prompt_ids_from_group_tags(
+            KVBatchMeta(
+                partition_id="train",
+                task_name="train",
+                sample_ids=["opaque-a", "opaque-b"],
+                tags=[{"group_id": "same"}, {}],
+            ),
+            fallback,
+        )
+
+
 class FakeWeightSynchronizer:
     pass
 
@@ -542,10 +574,12 @@ def put_samples(self, *, fields, **kwargs) -> None:
 class _MaskRecordingAdvantageEstimator:
     def __init__(self) -> None:
         self.mask: torch.Tensor | None = None
+        self.prompt_ids: torch.Tensor | None = None
 
-    def compute_advantage(self, *, rewards, mask, **kwargs) -> torch.Tensor:
+    def compute_advantage(self, *, prompt_ids, rewards, mask, **kwargs) -> torch.Tensor:
         del kwargs
         self.mask = mask.clone()
+        self.prompt_ids = prompt_ids.clone()
         return rewards.unsqueeze(-1).expand_as(mask).clone()
 
 
@@ -610,8 +644,14 @@ def test_advantage_stage_composes_all_filters_before_computing_advantages(
     meta = KVBatchMeta(
         partition_id="rollout_data",
         task_name="train",
-        sample_ids=[f"sample-{i}" for i in range(batch_size)],
+        sample_ids=["first_g0", "first_g1", "second_g0", "second_g1"],
         fields=list(data.keys()),
+        tags=[
+            {"group_id": "first"},
+            {"group_id": "first"},
+            {"group_id": "second"},
+            {"group_id": "second"},
+        ],
     )
 
     result_meta, has_valid_training_tokens = asyncio.run(ctrl._advantage_stage(meta))
@@ -638,6 +678,10 @@ def test_advantage_stage_composes_all_filters_before_computing_advantages(
     assert estimator.mask is not None
     assert estimator.mask[0].all()
     assert estimator.mask[1:].count_nonzero() == 0
+    assert estimator.prompt_ids is not None
+    assert torch.equal(estimator.prompt_ids[0], estimator.prompt_ids[1])
+    assert torch.equal(estimator.prompt_ids[2], estimator.prompt_ids[3])
+    assert not torch.equal(estimator.prompt_ids[0], estimator.prompt_ids[2])
     assert ctrl._step_log_dict["num_mask_sample_filtered"] == [1]
     metrics = ctrl._step_log_dict["seq_logprob_error_metrics"]
     assert len(metrics) == 1
@@ -2202,11 +2246,10 @@ def test_advantage_stage_writes_gae_returns_alongside_advantages() -> None:
     """The critic's regression target has to reach TQ, or the value train step
     fetches a column nobody wrote."""
     batch_size, sequence_length = 2, 4
+    prompt_ids_for_adv = torch.tensor([[1, 2, 0, 0], [3, 4, 0, 0]], dtype=torch.long)
     data = TensorDict(
         {
-            "prompt_ids_for_adv": torch.zeros(
-                batch_size, sequence_length, dtype=torch.long
-            ),
+            "prompt_ids_for_adv": prompt_ids_for_adv,
             "total_reward": torch.tensor([1.0, 0.0]),
             "token_mask": torch.ones(batch_size, sequence_length),
             "sample_mask": torch.ones(batch_size),
@@ -2252,8 +2295,9 @@ def compute_advantage(self, *, rewards, mask, **kwargs):
     meta = KVBatchMeta(
         partition_id="rollout_data",
         task_name="train",
-        sample_ids=[f"sample-{i}" for i in range(batch_size)],
+        sample_ids=["same_g0", "same_g1"],
         fields=list(data.keys()),
+        tags=[{"group_id": "same"}, {"group_id": "same"}],
     )
 
     result_meta, has_valid_training_tokens = asyncio.run(ctrl._advantage_stage(meta))
@@ -2261,6 +2305,7 @@ def compute_advantage(self, *, rewards, mask, **kwargs):
     assert has_valid_training_tokens
     assert "values" in (data_plane.selected_fields or [])
     assert estimator.kwargs is not None
+    assert torch.equal(estimator.kwargs["prompt_ids"], prompt_ids_for_adv)
     assert torch.equal(estimator.kwargs["values"], torch.zeros(2, 4))
     assert data_plane.written_fields is not None
     assert torch.equal(
diff --git a/tests/unit/single_controller/test_tq_replay_buffer.py b/tests/unit/single_controller/test_tq_replay_buffer.py
index 4aa323b9d45..f426d081b28 100644
--- a/tests/unit/single_controller/test_tq_replay_buffer.py
+++ b/tests/unit/single_controller/test_tq_replay_buffer.py
@@ -504,7 +504,11 @@ def test_commit_writes_tq_then_fills_meta(self, monkeypatch):
         assert buf.ready_list == [True]
         assert buf.meta_list[0].sample_ids == meta.sample_ids
         # TQ tags preserve both dispatch-time weight and dataset identity.
-        assert meta.tags == [{"weight_version": 3, "prompt_idx": 418}] * _N_GENS
+        assert (
+            meta.tags
+            == [{"weight_version": 3, "prompt_idx": 418, "group_id": group_id}]
+            * _N_GENS
+        )
         assert len(dp.put_calls) == 1
         assert len(trace_calls) == 1
         assert trace_calls[0]["keys"] == meta.sample_ids
diff --git a/uv.lock b/uv.lock
index ce2bf8ddc28..f927cfb4ce7 100644
--- a/uv.lock
+++ b/uv.lock
@@ -24,6 +24,9 @@ conflicts = [[
 ], [
     { package = "nemo-gym", extra = "vllm" },
     { package = "nemo-rl", extra = "trtllm" },
+], [
+    { package = "nemo-rl", extra = "nemo-gym" },
+    { package = "nemo-rl", extra = "sglang" },
 ], [
     { package = "nemo-rl", extra = "fsdp" },
     { package = "nemo-rl", extra = "sglang" },
@@ -76,7 +79,6 @@ conflicts = [[
 
 [manifest]
 members = [
-    "nemo-gym",
     "nemo-rl",
     "template-project",
 ]
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-name = "aiohttp-retry"
-version = "2.9.1"
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-dependencies = [
-    { name = "aiohttp" },
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-
 [[package]]
 name = "aioitertools"
 version = "0.13.0"
@@ -420,14 +410,14 @@ name = "anthropic"
 version = "0.109.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "anyio" },
-    { name = "distro" },
-    { name = "docstring-parser" },
-    { name = "httpx" },
-    { name = "jiter" },
-    { name = "pydantic" },
-    { name = "sniffio" },
-    { name = "typing-extensions" },
+    { name = "anyio", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-modelopt' or extra == 'extra-7-nemo-rl-nemo-gym' or extra == 'extra-7-nemo-rl-nvrx' or extra == 'extra-7-nemo-rl-sglang' or extra != 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "distro", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-modelopt' or extra == 'extra-7-nemo-rl-nemo-gym' or extra == 'extra-7-nemo-rl-nvrx' or extra == 'extra-7-nemo-rl-sglang' or extra != 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "docstring-parser", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-modelopt' or extra == 'extra-7-nemo-rl-nemo-gym' or extra == 'extra-7-nemo-rl-nvrx' or extra == 'extra-7-nemo-rl-sglang' or extra != 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "httpx", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-modelopt' or extra == 'extra-7-nemo-rl-nemo-gym' or extra == 'extra-7-nemo-rl-nvrx' or extra == 'extra-7-nemo-rl-sglang' or extra != 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "jiter", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-modelopt' or extra == 'extra-7-nemo-rl-nemo-gym' or extra == 'extra-7-nemo-rl-nvrx' or extra == 'extra-7-nemo-rl-sglang' or extra != 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "pydantic", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-modelopt' or extra == 'extra-7-nemo-rl-nemo-gym' or extra == 'extra-7-nemo-rl-nvrx' or extra == 'extra-7-nemo-rl-sglang' or extra != 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "sniffio", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-modelopt' or extra == 'extra-7-nemo-rl-nemo-gym' or extra == 'extra-7-nemo-rl-nvrx' or extra == 'extra-7-nemo-rl-sglang' or extra != 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "typing-extensions", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-modelopt' or extra == 'extra-7-nemo-rl-nemo-gym' or extra == 'extra-7-nemo-rl-nvrx' or extra == 'extra-7-nemo-rl-sglang' or extra != 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
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-
 [[package]]
 name = "astor"
 version = "0.8.1"
@@ -503,7 +480,7 @@ name = "asttokens"
 version = "2.4.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "six" },
+    { name = "six", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-modelopt' or extra == 'extra-7-nemo-rl-nemo-gym' or extra == 'extra-7-nemo-rl-nvrx' or extra == 'extra-7-nemo-rl-sglang' or extra != 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
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 wheels = [
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-version = "0.23.1"
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-
 [[package]]
 name = "blake3"
 version = "1.0.9"
@@ -761,9 +729,9 @@ name = "causal-conv1d"
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 source = { git = "https://github.com/Dao-AILab/causal-conv1d?rev=4f6ae4e26ae5fe8af9372f8d312ab25cc4595223#4f6ae4e26ae5fe8af9372f8d312ab25cc4595223" }
 dependencies = [
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-    { name = "torch", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
+    { name = "ninja", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
+    { name = "packaging", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
+    { name = "torch", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
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@@ -792,7 +760,7 @@ name = "cffi"
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+    { name = "ninja", marker = "(platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-automodel') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine != 'x86_64' and extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "psutil", marker = "(platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-automodel') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine != 'x86_64' and extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "setuptools", marker = "(platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-automodel') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine != 'x86_64' and extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "torch", marker = "(platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-automodel') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine != 'x86_64' and extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
 ]
 wheels = [
     { url = "https://github.com/Dao-AILab/flash-attention/releases/download/v2.8.1/flash_attn-2.8.1+cu13torch2.10cxx11abiTRUE-cp313-cp313-linux_aarch64.whl", hash = "sha256:9fdfbdf2d4ca984ffa34518a4054c62c295fa06e184d7a233848dc06be8f1ec2" },
@@ -1835,11 +1654,11 @@ resolution-markers = [
     "platform_machine == 'x86_64' and sys_platform == 'linux'",
 ]
 dependencies = [
-    { name = "einops", marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-automodel') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
-    { name = "ninja", marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-automodel') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
-    { name = "psutil", marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-automodel') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
-    { name = "setuptools", marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-automodel') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
-    { name = "torch", marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-automodel') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "einops", marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-automodel') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "ninja", marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-automodel') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
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 [[package]]
 name = "flashinfer-cubin"
 version = "0.6.13"
@@ -2043,13 +1850,12 @@ resolution-markers = [
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@@ -3223,10 +2955,10 @@ name = "mamba-ssm"
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-    { name = "typing-inspection" },
-    { name = "uvicorn" },
+    { name = "anyio", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
+    { name = "httpx", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
+    { name = "httpx-sse", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
+    { name = "jsonschema", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
+    { name = "pydantic", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
+    { name = "pydantic-settings", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
+    { name = "pyjwt", extra = ["crypto"], marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
+    { name = "python-multipart", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
+    { name = "sse-starlette", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
+    { name = "starlette", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
+    { name = "typing-extensions", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
+    { name = "typing-inspection", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
+    { name = "uvicorn", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
 ]
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 wheels = [
@@ -3374,7 +3106,7 @@ dependencies = [
     { name = "flashinfer-cubin", version = "0.6.8.post1", source = { registry = "https://pypi.org/simple" } },
     { name = "flashinfer-python", version = "0.6.8.post1", source = { registry = "https://pypi.org/simple" } },
     { name = "hydra-core", version = "1.3.2", source = { registry = "https://pypi.org/simple" } },
-    { name = "megatron-core", extra = ["dev", "mlm"], marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "megatron-core", extra = ["dev", "mlm"], marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "mistral-common" },
     { name = "mlflow" },
     { name = "nvidia-resiliency-ext" },
@@ -3402,7 +3134,7 @@ ssm = [
     { name = "tilelang", version = "0.1.9", source = { registry = "https://pypi.org/simple" } },
 ]
 te = [
-    { name = "megatron-core", extra = ["te"], marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "megatron-core", extra = ["te"], marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
 ]
 
 [package.metadata]
@@ -3507,17 +3239,17 @@ dev = [
     { name = "einops" },
     { name = "emerging-optimizers" },
     { name = "fast-hadamard-transform" },
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+    { name = "fastapi", extra = ["standard"], marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "flashinfer-python", version = "0.6.8.post1", source = { registry = "https://pypi.org/simple" } },
     { name = "hypercorn" },
-    { name = "megatron-energon", marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "megatron-energon", marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "multi-storage-client" },
     { name = "nemo-lens" },
     { name = "nvidia-cudnn-frontend" },
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+    { name = "nvidia-modelopt", marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "nvidia-resiliency-ext" },
     { name = "onnxscript" },
-    { name = "openai", extra = ["aiohttp"], marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "openai", version = "2.44.0", source = { registry = "https://pypi.org/simple" }, extra = ["aiohttp"], marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "opentelemetry-api" },
     { name = "orjson" },
     { name = "pillow" },
@@ -3539,7 +3271,7 @@ mlm = [
     { name = "wandb" },
 ]
 te = [
-    { name = "transformer-engine", marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "transformer-engine", marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
 ]
 
 [package.metadata]
@@ -3702,7 +3434,7 @@ dependencies = [
     { name = "numpy" },
     { name = "pillow" },
     { name = "pydantic" },
-    { name = "pydantic-extra-types", extra = ["pycountry"], marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-sglang' or extra == 'extra-7-nemo-rl-trtllm' or extra == 'extra-7-nemo-rl-vllm' or extra == 'extra-8-nemo-gym-vllm'" },
+    { name = "pydantic-extra-types", extra = ["pycountry"], marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-sglang' or extra == 'extra-7-nemo-rl-trtllm' or extra == 'extra-7-nemo-rl-vllm'" },
     { name = "requests" },
     { name = "tiktoken" },
     { name = "typing-extensions" },
@@ -3741,7 +3473,7 @@ wheels = [
 
 [[package]]
 name = "mlflow"
-version = "3.15.1"
+version = "3.16.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohttp" },
@@ -3764,16 +3496,17 @@ dependencies = [
     { name = "skops" },
     { name = "sqlalchemy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/51/01/aff6c6e1ee571769688e926d2cf55ae9ddd300f95541905a0a82ea1599c7/mlflow-3.15.1.tar.gz", hash = "sha256:6177b02c442d7d6ab3ad752daa826db9cf993e255450fb4b00ea8b7b5539c01d", size = 10396741, upload-time = "2026-08-03T09:29:20.073Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/4e/ed/761487a9f9f9656fcc1d660ec07c901de1f4b1cd7fea452a061b2942f6f3/mlflow-3.16.0.tar.gz", hash = "sha256:e39d3e4dd13aab864f821a3c3d871eb5e2db3d4557e60db8592f23cbafa1e830", size = 10757248, upload-time = "2026-09-04T05:10:10.661Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5a/ff/24e530a328b3b2c9d004e94cdd59ea5ec9c052c4935799f675d7bb1f1d2c/mlflow-3.15.1-py3-none-any.whl", hash = "sha256:c91f78d304d8ef825869ea07e638c73a2850660f0d9f098993bacecc359f8a75", size = 11189154, upload-time = "2026-08-03T09:29:17.718Z" },
+    { url = "https://files.pythonhosted.org/packages/40/d2/b2730852278ca62a356c44482a65c9401869418cc2a038654f17f056df9b/mlflow-3.16.0-py3-none-any.whl", hash = "sha256:c4ac5e8634aacad1a3d7d5a1a31be9279593ebd48b84272843682db11970cf71", size = 11565769, upload-time = "2026-09-04T05:10:07.07Z" },
 ]
 
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 name = "mlflow-skinny"
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     { name = "megatron-fsdp" },
-    { name = "mistral-common", extra = ["audio", "hf-hub", "sentencepiece"], marker = "extra == 'extra-7-nemo-rl-automodel' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "mistral-common", extra = ["audio", "hf-hub", "sentencepiece"], marker = "extra == 'extra-7-nemo-rl-automodel' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "mlflow" },
     { name = "pybind11" },
     { name = "pyyaml" },
@@ -4089,7 +3794,7 @@ moe = [
     { name = "onnxscript" },
     { name = "tile-kernels" },
     { name = "tilelang", version = "0.1.11", source = { registry = "https://pypi.org/simple" } },
-    { name = "transformer-engine", marker = "extra == 'extra-7-nemo-rl-automodel' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "transformer-engine", marker = "extra == 'extra-7-nemo-rl-automodel' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
 ]
 
 [package.metadata]
@@ -4220,17 +3925,18 @@ dependencies = [
     { name = "anthropic" },
     { name = "datasets" },
     { name = "devtools" },
-    { name = "fastapi", extra = ["standard"] },
+    { name = "fastapi", extra = ["standard"], marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
     { name = "fonttools" },
     { name = "gitpython" },
-    { name = "hydra-core", version = "1.3.2", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
-    { name = "hydra-core", version = "1.3.4", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-7-nemo-rl-automodel' or extra != 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "httptools" },
+    { name = "hydra-core", version = "1.3.2", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "hydra-core", version = "1.3.4", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-7-nemo-rl-automodel' or (extra == 'extra-7-nemo-rl-fsdp' and extra != 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-nemo-gym') or (extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra != 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra != 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra != 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm') or (extra != 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra != 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "itsdangerous" },
     { name = "mcp" },
     { name = "mlflow" },
     { name = "mlflow-skinny" },
     { name = "omegaconf" },
-    { name = "openai" },
+    { name = "openai", version = "2.44.0", source = { registry = "https://pypi.org/simple" } },
     { name = "orjson" },
     { name = "packaging" },
     { name = "psutil" },
@@ -4240,8 +3946,10 @@ dependencies = [
     { name = "pydantic-core" },
     { name = "pydot" },
     { name = "python-multipart" },
-    { name = "ray", extra = ["default"] },
+    { name = "ray", extra = ["default"], marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-nemo-gym' or (extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm')" },
     { name = "rich" },
+    { name = "scipy" },
+    { name = "sqlparse" },
     { name = "tqdm" },
     { name = "urllib3" },
     { name = "uvicorn" },
@@ -4250,59 +3958,6 @@ dependencies = [
     { name = "yappi" },
 ]
 
-[package.optional-dependencies]
-all = [
-    { name = "boto3" },
-    { name = "coverage" },
-    { name = "daytona" },
-    { name = "defusedxml" },
-    { name = "gprof2dot" },
-    { name = "httpx-aiohttp" },
-    { name = "mypy" },
-    { name = "opensandbox" },
-    { name = "pre-commit" },
-    { name = "pytest" },
-    { name = "pytest-asyncio" },
-    { name = "pytest-cov" },
-    { name = "pytest-xdist" },
-    { name = "requests-mock" },
-    { name = "ruff" },
-    { name = "tenacity" },
-]
-dev = [
-    { name = "coverage" },
-    { name = "defusedxml" },
-    { name = "gprof2dot" },
-    { name = "mypy" },
-    { name = "pre-commit" },
-    { name = "pytest" },
-    { name = "pytest-asyncio" },
-    { name = "pytest-cov" },
-    { name = "pytest-xdist" },
-    { name = "requests-mock" },
-    { name = "ruff" },
-]
-openshell = [
-    { name = "openshell" },
-]
-sandbox = [
-    { name = "boto3" },
-    { name = "daytona" },
-    { name = "httpx-aiohttp" },
-    { name = "opensandbox" },
-    { name = "tenacity" },
-]
-vllm = [
-    { name = "flashinfer-python", version = "0.6.12", source = { registry = "https://pypi.org/simple" } },
-    { name = "vllm", version = "0.24.0", source = { registry = "https://pypi.org/simple" } },
-]
-
-[package.dev-dependencies]
-codec = [
-    { name = "torchaudio" },
-    { name = "torchvision" },
-]
-
 [package.metadata]
 requires-dist = [
     { name = "aiohttp", specifier = ">=3.14.1" },
@@ -4313,23 +3968,28 @@ requires-dist = [
     { name = "daytona", marker = "extra == 'sandbox'", specifier = ">=0.179.0" },
     { name = "defusedxml", marker = "extra == 'dev'", specifier = ">=0.7.1" },
     { name = "devtools" },
+    { name = "e2b", marker = "extra == 'sandbox'", specifier = ">=2.36.0,<3.0.0" },
     { name = "fastapi" },
-    { name = "flashinfer-python", marker = "extra == 'vllm'", specifier = "==0.6.12" },
+    { name = "flashinfer-python", marker = "extra == 'vllm'", specifier = "==0.6.13" },
     { name = "fonttools", specifier = ">=4.60.2" },
-    { name = "gitpython", specifier = ">=3.1.57" },
+    { name = "gitpython", specifier = ">=3.1.61" },
     { name = "gprof2dot", marker = "extra == 'dev'" },
+    { name = "httptools" },
     { name = "httpx-aiohttp", marker = "extra == 'sandbox'", specifier = ">=0.2.0" },
     { name = "hydra-core" },
     { name = "itsdangerous" },
     { name = "mcp", specifier = ">=1.28.1,<2" },
-    { name = "mlflow", specifier = ">=3.15.1" },
-    { name = "mlflow-skinny", specifier = ">=3.15.1" },
+    { name = "mlflow", specifier = ">=3.16.0" },
+    { name = "mlflow-skinny", specifier = ">=3.16.0" },
     { name = "mypy", marker = "extra == 'dev'", specifier = ">=1.8.0" },
-    { name = "nemo-gym", extras = ["dev", "sandbox"], marker = "extra == 'all'", editable = "3rdparty/Gym-workspace/Gym" },
+    { name = "nemo-gym", extras = ["dev", "sandbox"], marker = "extra == 'all'" },
+    { name = "nemo-lens", extras = ["sdk"], marker = "extra == 'telemetry'", git = "https://github.com/NVIDIA-NeMo/Lens.git?rev=b85578fc2b736a1804705e537001b5f45e9c715d" },
     { name = "omegaconf" },
-    { name = "openai", specifier = "<=2.7.2" },
+    { name = "openai", specifier = "==2.44.0" },
     { name = "opensandbox", marker = "extra == 'sandbox'", specifier = ">=0.1.15" },
     { name = "openshell", marker = "extra == 'openshell'", specifier = ">=0.0.92,<0.1" },
+    { name = "opentelemetry-instrumentation-aiohttp-client", marker = "extra == 'telemetry'", specifier = ">=0.60b0" },
+    { name = "opentelemetry-instrumentation-fastapi", marker = "extra == 'telemetry'", specifier = ">=0.60b0" },
     { name = "orjson" },
     { name = "packaging", specifier = ">=24.2" },
     { name = "pre-commit", marker = "extra == 'dev'", specifier = ">=3.6.0" },
@@ -4348,23 +4008,26 @@ requires-dist = [
     { name = "requests-mock", marker = "extra == 'dev'" },
     { name = "rich" },
     { name = "ruff", marker = "extra == 'dev'" },
+    { name = "scipy", specifier = ">=1.14.1" },
+    { name = "sqlparse", specifier = ">=0.6.0" },
     { name = "tenacity", marker = "extra == 'sandbox'", specifier = ">=9.1.4" },
     { name = "tqdm" },
     { name = "urllib3", specifier = ">=2.7.0" },
     { name = "uvicorn" },
     { name = "uvloop" },
-    { name = "vllm", marker = "extra == 'vllm'", specifier = "==0.24.0" },
+    { name = "vllm", marker = "extra == 'vllm'", specifier = "==0.25.1" },
     { name = "wandb" },
     { name = "yappi", specifier = ">=1.7.6" },
 ]
-provides-extras = ["all", "vllm", "sandbox", "openshell", "dev"]
+provides-extras = ["all", "vllm", "sandbox", "openshell", "telemetry", "dev"]
 
 [package.metadata.requires-dev]
 codec = [
     { name = "opencv-python-headless" },
+    { name = "pynvvideocodec" },
     { name = "torchaudio" },
-    { name = "torchvision", marker = "sys_platform != 'darwin'", index = "https://download.pytorch.org/whl/cu130" },
-    { name = "torchvision", marker = "sys_platform == 'darwin'", index = "https://pypi.org/simple" },
+    { name = "torchcodec" },
+    { name = "torchvision" },
 ]
 
 [[package]]
@@ -4394,7 +4057,7 @@ dependencies = [
     { name = "datasets" },
     { name = "debugpy" },
     { name = "fastokens" },
-    { name = "hydra-core", version = "1.3.2", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "hydra-core", version = "1.3.2", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "hydra-core", version = "1.3.4", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-7-nemo-rl-automodel' or extra != 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "math-verify" },
     { name = "matplotlib" },
@@ -4427,14 +4090,14 @@ dependencies = [
     { name = "tensorboard" },
     { name = "tensordict" },
     { name = "tiktoken" },
-    { name = "tilelang", version = "0.1.9", source = { registry = "https://pypi.org/simple" }, marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-vllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-8-nemo-gym-vllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-vllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-8-nemo-gym-vllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-vllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-8-nemo-gym-vllm') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-sglang') or extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-vllm') or (extra != 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-nvrx' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm')" },
-    { name = "tilelang", version = "0.1.11", source = { registry = "https://pypi.org/simple" }, marker = "(platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-trtllm') or (platform_machine != 'x86_64' and extra != 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-vllm' and extra != 'extra-8-nemo-gym-vllm') or extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-sglang' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "tilelang", version = "0.1.9", source = { registry = "https://pypi.org/simple" }, marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-nemo-gym') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-sglang') or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-vllm' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "tilelang", version = "0.1.11", source = { registry = "https://pypi.org/simple" }, marker = "(platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-trtllm') or (platform_machine != 'x86_64' and extra != 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-vllm') or extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-sglang' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "timm" },
     { name = "torch" },
     { name = "torchdata" },
     { name = "torchvision" },
     { name = "transferqueue" },
-    { name = "transformers", version = "5.5.4", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "transformers", version = "5.5.4", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "transformers", version = "5.12.1", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-modelopt' or extra == 'extra-7-nemo-rl-nemo-gym' or extra == 'extra-7-nemo-rl-nvrx' or extra == 'extra-7-nemo-rl-sglang' or extra != 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "triton" },
     { name = "wandb" },
@@ -4445,20 +4108,20 @@ dependencies = [
 automodel = [
     { name = "causal-conv1d" },
     { name = "deep-ep" },
-    { name = "flash-attn", version = "2.8.1+cu13torch2.10cxx11abitrue", source = { url = "https://github.com/Dao-AILab/flash-attention/releases/download/v2.8.1/flash_attn-2.8.1+cu13torch2.10cxx11abiTRUE-cp313-cp313-linux_aarch64.whl" }, marker = "(platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-automodel') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
-    { name = "flash-attn", version = "2.8.1+cu13torch2.10cxx11abitrue", source = { url = "https://github.com/Dao-AILab/flash-attention/releases/download/v2.8.1/flash_attn-2.8.1+cu13torch2.10cxx11abiTRUE-cp313-cp313-linux_x86_64.whl" }, marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-automodel') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "flash-attn", version = "2.8.1+cu13torch2.10cxx11abitrue", source = { url = "https://github.com/Dao-AILab/flash-attention/releases/download/v2.8.1/flash_attn-2.8.1+cu13torch2.10cxx11abiTRUE-cp313-cp313-linux_aarch64.whl" }, marker = "(platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-automodel') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "flash-attn", version = "2.8.1+cu13torch2.10cxx11abitrue", source = { url = "https://github.com/Dao-AILab/flash-attention/releases/download/v2.8.1/flash_attn-2.8.1+cu13torch2.10cxx11abiTRUE-cp313-cp313-linux_x86_64.whl" }, marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-automodel') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "mamba-ssm" },
     { name = "mistral-common" },
-    { name = "nemo-automodel", extra = ["moe"], marker = "extra == 'extra-7-nemo-rl-automodel' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "nemo-automodel", extra = ["moe"], marker = "extra == 'extra-7-nemo-rl-automodel' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "nv-grouped-gemm" },
     { name = "tilelang", version = "0.1.11", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64'" },
-    { name = "transformer-engine", marker = "extra == 'extra-7-nemo-rl-automodel' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "transformer-engine", marker = "extra == 'extra-7-nemo-rl-automodel' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "transformers", version = "5.12.1", source = { registry = "https://pypi.org/simple" } },
 ]
 fsdp = [
     { name = "causal-conv1d" },
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-    { name = "flash-attn", version = "2.8.1+cu13torch2.10cxx11abitrue", source = { url = "https://github.com/Dao-AILab/flash-attention/releases/download/v2.8.1/flash_attn-2.8.1+cu13torch2.10cxx11abiTRUE-cp313-cp313-linux_x86_64.whl" }, marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "flash-attn", version = "2.8.1+cu13torch2.10cxx11abitrue", source = { url = "https://github.com/Dao-AILab/flash-attention/releases/download/v2.8.1/flash_attn-2.8.1+cu13torch2.10cxx11abiTRUE-cp313-cp313-linux_aarch64.whl" }, marker = "(platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (platform_machine != 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-nemo-gym') or (platform_machine != 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine != 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine != 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "flash-attn", version = "2.8.1+cu13torch2.10cxx11abitrue", source = { url = "https://github.com/Dao-AILab/flash-attention/releases/download/v2.8.1/flash_attn-2.8.1+cu13torch2.10cxx11abiTRUE-cp313-cp313-linux_x86_64.whl" }, marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-nemo-gym') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-nvrx' and extra != 'extra-7-nemo-rl-sglang') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-sglang' and extra != 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "mamba-ssm" },
     { name = "tilelang", version = "0.1.9", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "transformers", version = "5.12.1", source = { registry = "https://pypi.org/simple" } },
@@ -4467,15 +4130,15 @@ mcore = [
     { name = "causal-conv1d" },
     { name = "cupy-cuda13x" },
     { name = "deep-ep" },
-    { name = "flash-attn", version = "2.8.1+cu13torch2.10cxx11abitrue", source = { url = "https://github.com/Dao-AILab/flash-attention/releases/download/v2.8.1/flash_attn-2.8.1+cu13torch2.10cxx11abiTRUE-cp313-cp313-linux_aarch64.whl" }, marker = "(platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
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+    { name = "flash-attn", version = "2.8.1+cu13torch2.10cxx11abitrue", source = { url = "https://github.com/Dao-AILab/flash-attention/releases/download/v2.8.1/flash_attn-2.8.1+cu13torch2.10cxx11abiTRUE-cp313-cp313-linux_aarch64.whl" }, marker = "(platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "flash-attn", version = "2.8.1+cu13torch2.10cxx11abitrue", source = { url = "https://github.com/Dao-AILab/flash-attention/releases/download/v2.8.1/flash_attn-2.8.1+cu13torch2.10cxx11abiTRUE-cp313-cp313-linux_x86_64.whl" }, marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
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     { name = "mamba-ssm" },
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+    { name = "megatron-bridge", extra = ["ssm", "te"], marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "nvidia-cutlass-dsl", version = "4.5.2", source = { registry = "https://pypi.org/simple" }, extra = ["cu13"], marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "nvshmem4py-cu13" },
     { name = "tilelang", version = "0.1.9", source = { registry = "https://pypi.org/simple" } },
     { name = "torch-memory-saver", version = "0.0.10b1", source = { git = "https://github.com/fzyzcjy/torch_memory_saver.git?rev=9bc9a442e6d108c7b7903def199896a005143aaf#9bc9a442e6d108c7b7903def199896a005143aaf" } },
@@ -4514,11 +4177,11 @@ vllm = [
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     { name = "flashinfer-python", version = "0.6.13", source = { registry = "https://pypi.org/simple" } },
     { name = "num2words" },
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+    { name = "nvidia-cutlass-dsl", version = "4.5.2", source = { registry = "https://pypi.org/simple" }, extra = ["cu13"], marker = "extra == 'extra-7-nemo-rl-vllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "tilelang", version = "0.1.9", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64'" },
     { name = "transformers", version = "5.12.1", source = { registry = "https://pypi.org/simple" } },
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+    { name = "vllm", version = "0.25.1", source = { url = "https://github.com/vllm-project/vllm/releases/download/v0.25.1/vllm-0.25.1-cp38-abi3-manylinux_2_28_aarch64.whl" }, marker = "(platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "vllm", version = "0.25.1", source = { url = "https://github.com/vllm-project/vllm/releases/download/v0.25.1/vllm-0.25.1-cp38-abi3-manylinux_2_28_x86_64.whl" }, marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
 ]
 
 [package.dev-dependencies]
@@ -5271,13 +4934,13 @@ dependencies = [
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     { name = "grpcio", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-modelopt' or extra == 'extra-7-nemo-rl-nemo-gym' or extra == 'extra-7-nemo-rl-nvrx' or extra == 'extra-7-nemo-rl-sglang' or extra != 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
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     { name = "httpx", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-modelopt' or extra == 'extra-7-nemo-rl-nemo-gym' or extra == 'extra-7-nemo-rl-nvrx' or extra == 'extra-7-nemo-rl-sglang' or extra != 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "numpy", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-modelopt' or extra == 'extra-7-nemo-rl-nemo-gym' or extra == 'extra-7-nemo-rl-nvrx' or extra == 'extra-7-nemo-rl-sglang' or extra != 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "nvidia-ml-py", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-modelopt' or extra == 'extra-7-nemo-rl-nemo-gym' or extra == 'extra-7-nemo-rl-nvrx' or extra == 'extra-7-nemo-rl-sglang' or extra != 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "packaging", marker = "extra == 'extra-7-nemo-rl-automodel' or extra == 'extra-7-nemo-rl-fsdp' or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-modelopt' or extra == 'extra-7-nemo-rl-nemo-gym' or extra == 'extra-7-nemo-rl-nvrx' or extra == 'extra-7-nemo-rl-sglang' or extra != 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
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     { name = "einops" },
     { name = "etcd-sdk-python" },
-    { name = "fastapi", extra = ["standard"], marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "fastapi", extra = ["standard"], marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "flash-attn-4", version = "4.0.0b11", source = { registry = "https://pypi.org/simple" } },
     { name = "flashinfer-python", version = "0.6.12", source = { registry = "https://pypi.org/simple" } },
     { name = "ftfy" },
@@ -7852,15 +7379,15 @@ dependencies = [
     { name = "numpy" },
     { name = "nvidia-cuda-nvrtc" },
     { name = "nvidia-cuda-tileiras" },
-    { name = "nvidia-cutlass-dsl", version = "4.5.0", source = { registry = "https://pypi.org/simple" }, extra = ["cu13"], marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "nvidia-cutlass-dsl", version = "4.5.0", source = { registry = "https://pypi.org/simple" }, extra = ["cu13"], marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "nvidia-ml-py" },
-    { name = "nvidia-modelopt", marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "nvidia-modelopt", marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "nvidia-nccl-cu13" },
     { name = "nvtx" },
     { name = "omegaconf" },
     { name = "onnx" },
     { name = "onnx-graphsurgeon" },
-    { name = "openai" },
+    { name = "openai", version = "2.44.0", source = { registry = "https://pypi.org/simple" } },
     { name = "openai-harmony" },
     { name = "optimum" },
     { name = "ordered-set" },
@@ -7874,7 +7401,7 @@ dependencies = [
     { name = "psutil" },
     { name = "pulp" },
     { name = "pydantic" },
-    { name = "pydantic-settings", extra = ["yaml"], marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "pydantic-settings", extra = ["yaml"], marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "python-multipart" },
     { name = "pyzmq" },
     { name = "sentencepiece" },
@@ -8038,18 +7565,18 @@ resolution-markers = [
     "platform_machine == 'aarch64' and sys_platform == 'linux'",
 ]
 dependencies = [
-    { name = "apache-tvm-ffi", marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-vllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-8-nemo-gym-vllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-vllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-8-nemo-gym-vllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-vllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-8-nemo-gym-vllm') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-sglang') or extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-vllm') or (extra != 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-nvrx' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm')" },
-    { name = "cloudpickle", marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-vllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-8-nemo-gym-vllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-vllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-8-nemo-gym-vllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-vllm') or (platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-8-nemo-gym-vllm') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-sglang') or extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-vllm') or (extra != 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-nvrx' and extra == 'extra-8-nemo-gym-vllm') or (extra != 'extra-7-nemo-rl-modelopt' and extra != 'extra-7-nemo-rl-nemo-gym' and extra != 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm')" },
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+    { name = "apache-tvm-ffi", marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-nemo-gym') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-sglang') or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-vllm' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "cloudpickle", marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-nemo-gym') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-sglang') or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-vllm' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "ml-dtypes", marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-fsdp') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-nemo-gym') or (platform_machine == 'x86_64' and extra != 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-sglang') or extra == 'extra-7-nemo-rl-mcore' or extra == 'extra-7-nemo-rl-vllm' or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm')" },
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@@ -8066,18 +7593,18 @@ resolution-markers = [
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 source = { git = "https://github.com/Ascend/TransferQueue.git?rev=c51614308b68c8d7a87c9b3ef62d59e14c69bde2#c51614308b68c8d7a87c9b3ef62d59e14c69bde2" }
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-    { name = "hydra-core", version = "1.3.2", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
+    { name = "hydra-core", version = "1.3.2", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "hydra-core", version = "1.3.4", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-7-nemo-rl-automodel' or extra != 'extra-7-nemo-rl-mcore' or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "msgspec" },
     { name = "numpy" },
@@ -8411,15 +7929,15 @@ resolution-markers = [
     "platform_machine == 'aarch64' and sys_platform == 'linux'",
 ]
 dependencies = [
-    { name = "huggingface-hub", marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
-    { name = "numpy", marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
-    { name = "packaging", marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
-    { name = "pyyaml", marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
-    { name = "regex", marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
-    { name = "safetensors", marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
-    { name = "tokenizers", marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
-    { name = "tqdm", marker = "extra == 'extra-7-nemo-rl-trtllm' or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra != 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
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+    { name = "mistral-common", marker = "(platform_machine != 'x86_64' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm')" },
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     { name = "numpy", marker = "platform_machine != 'x86_64'" },
     { name = "nvidia-cudnn-frontend", marker = "platform_machine != 'x86_64'" },
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     { name = "nvtx", marker = "platform_machine != 'x86_64'" },
-    { name = "openai", marker = "platform_machine != 'x86_64'" },
+    { name = "openai", version = "2.44.0", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64'" },
     { name = "openai-harmony", marker = "platform_machine != 'x86_64'" },
     { name = "opentelemetry-api", marker = "platform_machine != 'x86_64'" },
     { name = "opentelemetry-exporter-otlp", marker = "platform_machine != 'x86_64'" },
@@ -8907,28 +8338,28 @@ dependencies = [
     { name = "depyf", marker = "platform_machine == 'x86_64'" },
     { name = "diskcache", marker = "platform_machine == 'x86_64'" },
     { name = "einops", marker = "platform_machine == 'x86_64'" },
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+    { name = "fastapi", extra = ["standard"], marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "fastsafetensors", marker = "platform_machine == 'x86_64'" },
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     { name = "flashinfer-python", version = "0.6.13", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64'" },
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+    { name = "humming-kernels", extra = ["cu13"], marker = "(platform_machine == 'x86_64' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-vllm' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-fsdp') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-mcore') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-automodel' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-fsdp' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-mcore' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-modelopt' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-sglang') or (extra == 'extra-7-nemo-rl-nemo-gym' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-nvrx' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-trtllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-sglang' and extra == 'extra-8-nemo-gym-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-7-nemo-rl-vllm') or (extra == 'extra-7-nemo-rl-trtllm' and extra == 'extra-8-nemo-gym-vllm')" },
     { name = "ijson", marker = "platform_machine == 'x86_64'" },
     { name = "jsonschema", marker = "platform_machine == 'x86_64'" },
     { name = "lark", marker = "platform_machine == 'x86_64'" },
     { name = "llguidance", marker = "platform_machine == 'x86_64'" },
     { name = "lm-format-enforcer", marker = "platform_machine == 'x86_64'" },
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@@ -9087,7 +8518,7 @@ dependencies = [
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@@ -9156,15 +8587,6 @@ wheels = [
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 version = "16.1.1"
@@ -9284,8 +8706,8 @@ dependencies = [
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     { name = "pydantic" },
     { name = "torch" },
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