NVIDIA
NVIDIA
nemo-rl
Container
NVIDIA
NVIDIA
nemo-rl

NVIDIA NeMo™ RL accelerates reinforcement learning post-training with high-performance GPU backends, offering scalable GRPO, DPO, SFT, and distillation for multimodal models from single-node experiments to enterprise-scale clusters.

LayerLabelCreated
57aeab99a865a7a449b74672c15f5c66fbb95e1ad50c7254ea3f2bb9f20fbdb2CONFIG
Entrypoint /opt/nvidia/nvidia_entrypoint.sh; WorkingDir /opt/nemo-rl
01/09/2026 8:58 PM UTC
261ea630de599e251fb4595eaf908475f7440372f340ad9d61b1f40303bc6983RUN
UV_VERSION=0.9.7 PYTHON_VERSION=3.12 MAX_JOBS= NVTE_BUILD_THREADS_PER_JOB= BUILD_CUSTOM_VLLM= NEMO_RL_COMMIT=8bdfd48ed1e34d01b8e7a2b635b367c654c564fd NVIDIA_BUILD_ID=252117102 NVIDIA_BUILD_REF=3ceb6a030a3507eecae27e712742dca1dff490c7 RC_DATE=25.11-nano-v3 TARGETARCH=amd64 python tools/generate_fingerprint.py > /opt/nemo_rl_container_fingerprint
01/09/2026 8:58 PM UTC
633e356484dafeaf28a85222b53224e2573ff90fbb32631aa57189ccab60e6a5RUN
UV_VERSION=0.9.7 PYTHON_VERSION=3.12 MAX_JOBS= NVTE_BUILD_THREADS_PER_JOB= BUILD_CUSTOM_VLLM= NEMO_RL_COMMIT=8bdfd48ed1e34d01b8e7a2b635b367c654c564fd NVIDIA_BUILD_ID=252117102 NVIDIA_BUILD_REF=3ceb6a030a3507eecae27e712742dca1dff490c7 RC_DATE=25.11-nano-v3 TARGETARCH=amd64 UV_LINK_MODE=symlink uv run nemo_rl/utils/prefetch_venvs.py
01/09/2026 8:58 PM UTC
8fc4c964c01e98b6bcb8c790ff73e053a8eae0ce872a6849339c6b6d1172237fRUN
UV_VERSION=0.9.7 PYTHON_VERSION=3.12 MAX_JOBS= NVTE_BUILD_THREADS_PER_JOB= BUILD_CUSTOM_VLLM= NEMO_RL_COMMIT=8bdfd48ed1e34d01b8e7a2b635b367c654c564fd NVIDIA_BUILD_ID=252117102 NVIDIA_BUILD_REF=3ceb6a030a3507eecae27e712742dca1dff490c7 RC_DATE=25.11-nano-v3 TARGETARCH=amd64 git rev-parse --is-shallow-repository | grep -q true &&
  git fetch --unshallow ||
  true
01/09/2026 8:58 PM UTC
e6ae9a5683076348ba7f3a4adeec48ec2770299aa1bf0a5bd45168e6b263590cCOPY
. /opt/nemo-rl
01/09/2026 8:58 PM UTC
7215b1619b421d27d374d487f7ddf61b0bfacdac03e116e9f7df03e2fdd722d6ENV
NEMO_RL_VENV_DIR=/opt/ray_venvs
01/09/2026 4:32 PM UTC
941477107f2451bfc3cc7ef36e7329324090f40e3bdf98cf514338687c6ae3f4LABEL
com.nvidia.build.ref=3ceb6a030a3507eecae27e712742dca1dff490c7
01/09/2026 4:32 PM UTC
b05c548f00179bc7de8aeaab5052228c4cde6174869bf077a31b82b2ab7d147fLABEL
com.nvidia.build.id=252117102
01/09/2026 4:32 PM UTC
5a5378085a551abce13ccca6a03f00fd04b121c4187a979037c282077bc6bc56ENV
NVIDIA_BUILD_REF=3ceb6a030a3507eecae27e712742dca1dff490c7
01/09/2026 4:32 PM UTC
cc666d010fca337a714ee3bc0c49ab46197a599752197fc8e07cc702a8093645ENV
NVIDIA_BUILD_ID=252117102
01/09/2026 4:32 PM UTC
...

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