Cosmos3-Edge#

This guide covers policy generation and multimodal reasoning with nvidia/Cosmos3-Edge.

Complete Installation first. Policy generation also requires -DBUILD_EXPERIMENTAL_MODELS=ON.

export POLICY_CHECKPOINT=nvidia/Cosmos3-Edge-Policy-DROID
export REASONING_CHECKPOINT=nvidia/Cosmos3-Edge
export ONNX_DIR=$HOME/tensorrt-edgellm-workspace/Cosmos3-Edge/onnx
export ENGINE_DIR=$HOME/tensorrt-edgellm-workspace/Cosmos3-Edge/engines

Policy Generation#

1. Export the Policy on CPU#

tensorrt-edgellm-export \
  "$POLICY_CHECKPOINT" \
  "$ONNX_DIR" \
  --task policy

2. Build All Policy Engines#

./build/experimental_models/cosmos3/examples/cosmos3_policy_build \
  --onnxDir "$ONNX_DIR" \
  --engineDir "$ENGINE_DIR"

Use --maxBatchSize N when the runtime must accept more than one prompt.

3. Run the Policy#

For one observation image:

./build/experimental_models/cosmos3/examples/cosmos3_policy_inference \
  --engineDir "$ENGINE_DIR" \
  --image observation.png \
  --prompt "Pick up the banana and place it in the bowl." \
  --output action.json

For an ordered frame list, replace --image with:

--video frame_00.png,frame_01.png,frame_02.png

The current policy conditions on the most recent frame. The JSON output reports the action tensor, shape [batch, chunk, action_dimension], policy domain, denoise-step count, and whether all values are finite. --steps selects the denoise-step count and --seed controls deterministic initial noise.

Multimodal Reasoning#

1. Export the Reasoner on CPU#

tensorrt-edgellm-export \
  "$REASONING_CHECKPOINT" \
  "$ONNX_DIR/reasoning" \
  --task reasoning

2. Build the LLM and Visual Engines#

./build/examples/llm/llm_build \
  --onnxDir "$ONNX_DIR/reasoning/llm" \
  --engineDir "$ENGINE_DIR/reasoning" \
  --maxInputLen 2048 \
  --maxKVCacheCapacity 4096

./build/examples/multimodal/visual_build \
  --onnxDir "$ONNX_DIR/reasoning/visual" \
  --engineDir "$ENGINE_DIR/reasoning"

3. Run Reasoning#

Create an input file using the standard image message format, then run:

./build/examples/llm/llm_inference \
  --engineDir "$ENGINE_DIR/reasoning" \
  --multimodalEngineDir "$ENGINE_DIR/reasoning" \
  --inputFile input.json \
  --outputFile output.json

See the Cosmos3 model guide for the component contracts and implementation details.