X-Git-Url: https://fleuret.org/cgi-bin/gitweb/gitweb.cgi?a=blobdiff_plain;f=quizz_machine.py;h=c5870d093ad2a5ddafc537069dcf6e999afbfd4a;hb=f9aee903b896ae73dafe0cce1dcc40d8a39accb0;hp=49e783586ebc662ac6bad80e34c2ef84169b1667;hpb=488d9393dba8dcb18f1a7f1bfb88b5e867267787;p=culture.git diff --git a/quizz_machine.py b/quizz_machine.py index 49e7835..c5870d0 100755 --- a/quizz_machine.py +++ b/quizz_machine.py @@ -378,7 +378,9 @@ class QuizzMachine: nb, self.train_w_quizzes.size(1), device=self.device, dtype=torch.int64 ) - ar_mask = torch.full(c_quizzes.size(), 1, device=self.device) + ar_mask_prompt = torch.zeros(c_quizzes.size(), device=self.device) + ar_mask_prompt[:, ar_mask_prompt.size(1) // 2 + 1] = 1 + ar_mask_solve = 1 - ar_mask_prompt seq_logproba = torch.empty(ar_mask.size(0), device=self.device) # bracketing of the temperature to get the target logproba @@ -393,7 +395,7 @@ class QuizzMachine: model=model_for_generation, batch_size=self.batch_size, input=c_quizzes, - ar_mask=ar_mask, + ar_mask=ar_mask_prompt, seq_logproba=seq_logproba, temperature=temperature, deterministic_synthesis=False, @@ -403,6 +405,18 @@ class QuizzMachine: ave_seq_logproba = seq_logproba.mean() + masked_inplace_autoregression( + model=model_for_generation, + batch_size=self.batch_size, + input=c_quizzes, + ar_mask=ar_mask_solve, + seq_logproba=seq_logproba, + temperature=temperature, + deterministic_synthesis=True, + # progress_bar_desc="sampling c_quizzes", + device=self.device, + ) + # If we do not have target logprobs, get out now if min_ave_seq_logproba is None: break