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{"type":"item.completed","item":{"id":"item_2","type":"agent_message","text":"```python\nimport numpy as np\nA={n:a.copy() for n,a in dict(np.load(\"/work/policy_v7.npz\")).items()}\nV1=dict(np.load(\"/work/policy_v1.npz\"))\ndef u(ch,p): return 81*ch+p\ndef ns(p):\n    r,c=divmod(p,9)\n    return [(r+dr)*9+c+dc for dr,dc in [(-1,0),(1,0),(0,-1),(0,1)]\n            if 0<=r+dr<9 and 0<=c+dc<9]\n\n# Compute positional influence later, directly from the retained stones.\n# This frees one spatial map for an opponent three-liberty certificate.\nA[\"L5.W\"][:,:81]=V1[\"L4.W\"][:,405:486]\nA[\"L5.b\"][:81]=V1[\"L4.b\"][405:486]\nfor p in range(81):\n    for q in ns(p):\n        A[\"L5.W\"][u(3,q),u(0,p)]+=7.5\n        A[\"L5.W\"][u(5,q),u(0,p)]+=2.5\n\nfor k in (2,3,4):\n    A[f\"L{k}.W\"][:,405:486]=0\n    A[f\"L{k}.b\"][405:486]=0\nfor p in range(81):\n    A[\"L2.b\"][u(5,p)]=-44\n    A[\"L2.W\"][u(1,p),u(5,p)]=40\n    A[\"L2.W\"][u(3,p),u(5,p)]=2\n    for q in ns(p):\n        A[\"L2.W\"][u(3,q),u(5,p)]+=1\n\n    A[\"L3.W\"][u(1,p),u(5,p)]=1\n    for q in [p]+ns(p):\n        A[\"L3.W\"][u(5,q),u(5,p)]-=1\n        A[\"L4.W\"][u(5,q),u(5,p)]+=1\n    for q in ns(p):\n        A[\"L4.W\"][u(1,q),u(5,p)]-=1\n\nfor name in NAMES: save(name,A[name])\nnp.savez(\"/work/policy_v8.npz\",**A)\nprint(\"Saved symmetric two-/three-liberty certificates and proactive attacks.\")\n```\n"}}
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