inclusionAI/AReno

Diagnose failed, hung, slow, OOM, NaN, illegal-memory-access, NCCL, compilation, rollout, or training runs in AReno.

inclusionAI/AReno

Develop, optimize, debug, and validate an AReno CUDA, Triton, fused, attention, convolution, routing, or MoE operator.

inclusionAI/AReno

Run, configure, retry, and validate AReno SFT, DPO, GSPO, GRPO, PPO, and agentic training.

inclusionAI/AReno

Add or modify an AReno algorithm, trainer, loss, advantage calculation, role model, or algorithm-specific configuration.

inclusionAI/AReno

Measure and diagnose AReno rollout, prefill, decode, training, checkpoint, role-switch, communication, or Python scheduling performance.

inclusionAI/AReno

Compare an AReno branch, model, checkpoint, algorithm, scheduler, or kernel against a baseline.

inclusionAI/AReno

Add or debug an AReno model family, including config conversion, module construction, checkpoint load/save, text or multimodal inference, training backward, tensor parallelism, CUDA graph decode…

inclusionAI/AReno

Create or debug an AReno multi-turn agentic dataset, runagent implementation, tool schemas, tool execution, reward, loss masks, interactive TUI game with OpenAI-compatible LLM inference, or agentic…

inclusionAI/AReno

Start, validate, debug, and stop an AReno OpenAI-compatible serving endpoint.

inclusionAI/AReno

Fit an AReno training or rollout workload to available GPUs by tuning TP, mini-batch, batch, sample count, and rollout concurrency.

inclusionAI/AReno