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imports osImports the NumPy array library

SHA-2563b35f27baff1ba3a2268d02ab31ef7190b5a6009092d26fab0652a0d49126ad8

URLhttps://huggingface.co/Brutalsky111/Snapjudge

Evidence

imports os lines 1–11

1:48… CD proper-score fine-tune + temperature fit."""
2import copy, json, math, os, random
3import numpy as np
4import torch
5import torch.nn.functional as F
6
7from .common import QTYPES, build_sequence, collate_items, proper_reward, temp_bucket, ece_score, confidence_from_probs
8from .data_gen import questions_for, generate, split
9
10QIDS = ["q0", "q1", "q2"]  # placeholder; real qids per game below
11GAME_QIDS = {"tictactoe": ["next_move …

Python for-range-over-len(X) loop lines 39–46

28… :
  idx=list(range(len(pool))); rng.shuffle(idx)
  for s in range(0,len(idx),bs):
      yield [pool[i] for i in idx[s:s+bs]]
43
44def ce_loss(logits, target, mask):
  logp = torch.log_softmax(logits, -1)
  re …

imports numpy as _np lines 67–70

15… it["game"]; by_game.setdefault(g,[]).append(ok)
  import numpy as _np
  correct=_np.array(correct); confs=_np.array(confs)
  acc=float(correct.mean()); ec …

Imports the NumPy array library lines 113–118

113:43… ure_by_options=temps
114    return temps
115
116def _np_stack(x): import numpy as _n; return _n.stack(x)
117def _np_exp(x): import numpy as _n; return _n.exp(x)
118def _np_log(x): import numpy as _n; return _n.lo …

Serializes to a stream with json.dump() lines 178–185

74… }",flush=True)
  agent.save(out_dir)
  with open(os.path.join(out_dir,"metrics.json"),"w") as f: json.dump(m,f,indent=2)
  return m
182
183def _t_opt(agent, lr=2e-5):
  import torch as _t
  return _t.optim.AdamW(agent.model.parameters …