Converts a standard Bethe BP implementation to the Active Inference (AIF-MP) message-passing scheme. Specifies four channel reparameterizations, modified factor kernels, and correct fixed-point equations. Reference paper Appendix D (T=1 derivation) and D.6 (generic T).
EnglishGenerate Slurm job scripts and submission scripts for the Snellius HPC cluster from DVC pipeline stages. Use this skill whenever the user mentions "cluster", "snellius", "slurm", "sbatch", "submit job", "run on cluster", "HPC", or wants to run experiments on a remote GPU cluster. Also trigger when the user adds new DVC stages and might need corresponding cluster scripts, or asks about job submission, array jobs, or cluster resource allocation.
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AGENT SKILLS ATLASIncludes Aif Message Passing and Cluster Scripts.
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What’s included
Aif Message Passing
Converts a standard Bethe BP implementation to the Active Inference (AIF-MP) message-passing scheme. Specifies four channel reparameterizations, modified factor kernels, and correct fixed-point equations. Reference paper Appendix D (T=1 derivation) and D.6 (generic T).
Cluster Scripts
Generate Slurm job scripts and submission scripts for the Snellius HPC cluster from DVC pipeline stages. Use this skill whenever the user mentions "cluster", "snellius", "slurm", "sbatch", "submit job", "run on cluster", "HPC", or wants to run experiments on a remote GPU cluster. Also trigger when the user adds new DVC stages and might need corresponding cluster scripts, or asks about job submission, array jobs, or cluster resource allocation.
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