X-Git-Url: https://fleuret.org/cgi-bin/gitweb/gitweb.cgi?a=blobdiff_plain;f=problems.py;h=7aa59bea856c205d232ec1bf49c80f18ef20bed1;hb=16e7952b7cc32ca21498fa3a12fb79f679ea8c21;hp=2c8602c6f8a67f91cd491772406805a1e4e96ae2;hpb=6045e9a7dd61f0dab60bd1c6ff71f6bd5c32778b;p=picoclvr.git diff --git a/problems.py b/problems.py index 2c8602c..7aa59be 100755 --- a/problems.py +++ b/problems.py @@ -17,6 +17,70 @@ class Problem: def seq2str(self, seq): return "[NOT IMPLEMENTED]" + def compute_nb_correct(self, input, ar_mask, result): + nb_total = ar_mask.sum().item() + nb_correct = ((result == input).long() * ar_mask).sum().item() + return nb_total, nb_correct + +#################### + + +class ProblemDegradation(Problem): + def __init__(self, nb_state_tokens=7, nb_time_steps=10, value_max=100, hard=False): + self.nb_state_tokens = nb_state_tokens + self.nb_time_steps = nb_time_steps + self.value_max = value_max + self.hard = hard + + def generate_sequences(self,nb): + + x = (torch.rand(nb,self.nb_state_tokens).sort(dim=-1).indices == 0).long() * self.value_max + seq = [x] + + for t in range(self.nb_time_steps-1): + v = torch.rand(x.size()) * (x > 0).float() + u = (v.max(dim=-1,keepdim=True).values == v).long() + n = (u*x*torch.rand(x.size())).long().sum(dim=-1,keepdim=True) // 2 + x = x + n * (u.roll(shifts=-1,dims=-1) - 2 * u + u.roll(shifts=1,dims=-1)) + seq.append(x) + + if self.hard: seq.reverse() + + seq = torch.cat(seq,dim=1) + return seq,seq.new_full(seq.size(), 1, dtype=torch.int64) + + def compute_nb_correct(self, input, ar_mask, result): + nb_total = result.size(0) + nb_correct = 0 + e=result.new_zeros(self.nb_state_tokens) + + for seq in result: + states = list(seq.split(self.nb_state_tokens)) + if self.hard: + states.reverse() + + d = states[0] + j=d.sort(descending=True).indices[0] + e.zero_() + e[j]=self.value_max + if (d-e).abs().sum() == 0: + nb_errors = 0 + for k in range(len(states)-1): + d=states[k]-states[k+1] + j=d.sort(descending=True).indices[0] + e.zero_() + e[j]=d[j] + e[(j+1)%e.size(0)]=-d[j]//2 + e[(j-1)%e.size(0)]=-d[j]//2 + if (d-e).abs().sum() > 0: + nb_errors += 1 + if nb_errors == 0: + nb_correct += 1 + + return nb_total, nb_correct + + def seq2str(self, seq): + return " | ".join( [ " ".join([f"{x:02d}" for x in s ]) for s in seq.split(self.nb_state_tokens) ] ) #################### @@ -197,7 +261,8 @@ class ProblemAddition(Problem): if __name__ == "__main__": - p = ProblemTwoTargets(12, 4) - s, m = p.generate_sequences(10) - for x in s: + p = ProblemDegradation(hard=False) + s, m = p.generate_sequences(10000) + for x in s[:100]: print(p.seq2str(x)) + print(p.compute_nb_correct(None, None, s))