diff --git a/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-13-37-566165/log.txt b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-13-37-566165/log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..579648f0876fd4b4ab14c2326a128e19b6c714c0
--- /dev/null
+++ b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-13-37-566165/log.txt
@@ -0,0 +1,25 @@
+Logging to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-13-37-566165
+creating model and diffusion...
+creating data loader...
+training...
+-------------------------
+| grad_norm  | 2.54     |
+| loss       | 1.01     |
+| loss_q0    | 1.01     |
+| loss_q1    | 1.01     |
+| loss_q2    | 1.01     |
+| loss_q3    | 1.01     |
+| mse        | 0.999    |
+| mse_q0     | 1        |
+| mse_q1     | 1.01     |
+| mse_q2     | 0.996    |
+| mse_q3     | 1        |
+| param_norm | 180      |
+| samples    | 16       |
+| step       | 0        |
+| vb         | 0.00969  |
+| vb_q0      | 0.00814  |
+| vb_q1      | 0.00726  |
+| vb_q2      | 0.00917  |
+| vb_q3      | 0.0122   |
+-------------------------
diff --git a/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-13-37-566165/progress.csv b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-13-37-566165/progress.csv
new file mode 100644
index 0000000000000000000000000000000000000000..24406d090feae5dd36e6a90235506452ffb1e6e2
--- /dev/null
+++ b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-13-37-566165/progress.csv
@@ -0,0 +1,2 @@
+grad_norm,loss,loss_q0,loss_q1,loss_q2,loss_q3,mse,mse_q0,mse_q1,mse_q2,mse_q3,param_norm,samples,step,vb,vb_q0,vb_q1,vb_q2,vb_q3
+2.5351430912370003,1.0083870887756348,1.0080348,1.0147415,1.0054059,1.0136827,0.998694896697998,0.99989533,1.0074818,0.9962311,1.0014414,180.41246248133166,16,0,0.009692199528217316,0.008139333,0.0072596963,0.009174611,0.012241336
diff --git a/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/ema_0.995_090000.pt b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/ema_0.995_090000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9ac879d2b27e6a1a57d7b1c7ac2f4f48da98b034
--- /dev/null
+++ b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/ema_0.995_090000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:31fd61b64d5548d00967160f3b4b7c1a29760cd6ea3de1c6a5a326de34201688
+size 118795331
diff --git a/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/log.txt b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..eeacd566e83ef26664dd4c2e77a5f3b5f7170541
--- /dev/null
+++ b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/log.txt
@@ -0,0 +1,2053 @@
+Logging to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947
+creating model and diffusion...
+creating data loader...
+training...
+-------------------------
+| grad_norm  | 2.54     |
+| loss       | 1.01     |
+| loss_q0    | 1.01     |
+| loss_q1    | 1.01     |
+| loss_q2    | 1.01     |
+| loss_q3    | 1.01     |
+| mse        | 0.999    |
+| mse_q0     | 1        |
+| mse_q1     | 1.01     |
+| mse_q2     | 0.996    |
+| mse_q3     | 1        |
+| param_norm | 180      |
+| samples    | 16       |
+| step       | 0        |
+| vb         | 0.00969  |
+| vb_q0      | 0.00814  |
+| vb_q1      | 0.00726  |
+| vb_q2      | 0.00917  |
+| vb_q3      | 0.0122   |
+-------------------------
+-------------------------
+| grad_norm  | 0.387    |
+| loss       | 0.119    |
+| loss_q0    | 0.231    |
+| loss_q1    | 0.0923   |
+| loss_q2    | 0.0775   |
+| loss_q3    | 0.0703   |
+| mse        | 0.112    |
+| mse_q0     | 0.208    |
+| mse_q1     | 0.0916   |
+| mse_q2     | 0.0767   |
+| mse_q3     | 0.0694   |
+| param_norm | 181      |
+| samples    | 1.6e+04  |
+| step       | 1e+03    |
+| vb         | 0.00636  |
+| vb_q0      | 0.0225   |
+| vb_q1      | 0.000681 |
+| vb_q2      | 0.00072  |
+| vb_q3      | 0.000888 |
+-------------------------
+-------------------------
+| grad_norm  | 0.123    |
+| loss       | 0.0423   |
+| loss_q0    | 0.138    |
+| loss_q1    | 0.0212   |
+| loss_q2    | 0.00602  |
+| loss_q3    | 0.003    |
+| mse        | 0.0386   |
+| mse_q0     | 0.124    |
+| mse_q1     | 0.0211   |
+| mse_q2     | 0.00597  |
+| mse_q3     | 0.00296  |
+| param_norm | 181      |
+| samples    | 3.2e+04  |
+| step       | 2e+03    |
+| vb         | 0.00371  |
+| vb_q0      | 0.0145   |
+| vb_q1      | 0.000156 |
+| vb_q2      | 5.42e-05 |
+| vb_q3      | 3.8e-05  |
+-------------------------
+-------------------------
+| grad_norm  | 0.109    |
+| loss       | 0.0398   |
+| loss_q0    | 0.132    |
+| loss_q1    | 0.02     |
+| loss_q2    | 0.00499  |
+| loss_q3    | 0.00191  |
+| mse        | 0.0359   |
+| mse_q0     | 0.116    |
+| mse_q1     | 0.0198   |
+| mse_q2     | 0.00495  |
+| mse_q3     | 0.00188  |
+| param_norm | 181      |
+| samples    | 4.8e+04  |
+| step       | 3e+03    |
+| vb         | 0.00389  |
+| vb_q0      | 0.0153   |
+| vb_q1      | 0.000147 |
+| vb_q2      | 4.46e-05 |
+| vb_q3      | 2.41e-05 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0996   |
+| loss       | 0.039    |
+| loss_q0    | 0.13     |
+| loss_q1    | 0.0193   |
+| loss_q2    | 0.00441  |
+| loss_q3    | 0.00145  |
+| mse        | 0.0342   |
+| mse_q0     | 0.111    |
+| mse_q1     | 0.0192   |
+| mse_q2     | 0.00437  |
+| mse_q3     | 0.00143  |
+| param_norm | 182      |
+| samples    | 6.4e+04  |
+| step       | 4e+03    |
+| vb         | 0.00478  |
+| vb_q0      | 0.0188   |
+| vb_q1      | 0.000142 |
+| vb_q2      | 3.95e-05 |
+| vb_q3      | 1.83e-05 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0932   |
+| loss       | 0.0376   |
+| loss_q0    | 0.125    |
+| loss_q1    | 0.0189   |
+| loss_q2    | 0.00411  |
+| loss_q3    | 0.00115  |
+| mse        | 0.0337   |
+| mse_q0     | 0.109    |
+| mse_q1     | 0.0188   |
+| mse_q2     | 0.00408  |
+| mse_q3     | 0.00114  |
+| param_norm | 182      |
+| samples    | 8e+04    |
+| step       | 5e+03    |
+| vb         | 0.00392  |
+| vb_q0      | 0.0153   |
+| vb_q1      | 0.000139 |
+| vb_q2      | 3.67e-05 |
+| vb_q3      | 1.45e-05 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0887   |
+| loss       | 0.0355   |
+| loss_q0    | 0.121    |
+| loss_q1    | 0.0185   |
+| loss_q2    | 0.00402  |
+| loss_q3    | 0.000991 |
+| mse        | 0.0322   |
+| mse_q0     | 0.107    |
+| mse_q1     | 0.0184   |
+| mse_q2     | 0.00398  |
+| mse_q3     | 0.000978 |
+| param_norm | 182      |
+| samples    | 9.6e+04  |
+| step       | 6e+03    |
+| vb         | 0.00333  |
+| vb_q0      | 0.0134   |
+| vb_q1      | 0.000136 |
+| vb_q2      | 3.57e-05 |
+| vb_q3      | 1.24e-05 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0888   |
+| loss       | 0.0371   |
+| loss_q0    | 0.126    |
+| loss_q1    | 0.0184   |
+| loss_q2    | 0.00386  |
+| loss_q3    | 0.000895 |
+| mse        | 0.0326   |
+| mse_q0     | 0.108    |
+| mse_q1     | 0.0183   |
+| mse_q2     | 0.00383  |
+| mse_q3     | 0.000884 |
+| param_norm | 183      |
+| samples    | 1.12e+05 |
+| step       | 7e+03    |
+| vb         | 0.00445  |
+| vb_q0      | 0.0177   |
+| vb_q1      | 0.000135 |
+| vb_q2      | 3.43e-05 |
+| vb_q3      | 1.12e-05 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0858   |
+| loss       | 0.0357   |
+| loss_q0    | 0.12     |
+| loss_q1    | 0.0183   |
+| loss_q2    | 0.0038   |
+| loss_q3    | 0.000822 |
+| mse        | 0.0324   |
+| mse_q0     | 0.107    |
+| mse_q1     | 0.0181   |
+| mse_q2     | 0.00377  |
+| mse_q3     | 0.000812 |
+| param_norm | 183      |
+| samples    | 1.28e+05 |
+| step       | 8e+03    |
+| vb         | 0.00332  |
+| vb_q0      | 0.013    |
+| vb_q1      | 0.000134 |
+| vb_q2      | 3.38e-05 |
+| vb_q3      | 1.03e-05 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0835   |
+| loss       | 0.0363   |
+| loss_q0    | 0.123    |
+| loss_q1    | 0.0183   |
+| loss_q2    | 0.00378  |
+| loss_q3    | 0.000763 |
+| mse        | 0.0322   |
+| mse_q0     | 0.107    |
+| mse_q1     | 0.0181   |
+| mse_q2     | 0.00375  |
+| mse_q3     | 0.000754 |
+| param_norm | 184      |
+| samples    | 1.44e+05 |
+| step       | 9e+03    |
+| vb         | 0.00412  |
+| vb_q0      | 0.0164   |
+| vb_q1      | 0.000134 |
+| vb_q2      | 3.34e-05 |
+| vb_q3      | 9.54e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0782   |
+| loss       | 0.0356   |
+| loss_q0    | 0.121    |
+| loss_q1    | 0.018    |
+| loss_q2    | 0.00372  |
+| loss_q3    | 0.000705 |
+| mse        | 0.0315   |
+| mse_q0     | 0.105    |
+| mse_q1     | 0.0179   |
+| mse_q2     | 0.00369  |
+| mse_q3     | 0.000696 |
+| param_norm | 184      |
+| samples    | 1.6e+05  |
+| step       | 1e+04    |
+| vb         | 0.00407  |
+| vb_q0      | 0.0163   |
+| vb_q1      | 0.000132 |
+| vb_q2      | 3.29e-05 |
+| vb_q3      | 8.77e-06 |
+-------------------------
+saving model 0...
+saving model 0.995...
+evaluation indistro starting...
+done 96 samples: bpd=3.809229850769043
+done 192 samples: bpd=3.8889626264572144
+done 288 samples: bpd=3.8427980740865073
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model10000_indistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model10000_indistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model10000_indistro_terms.npz
+evaluation nll complete
+evaluation outdistro starting...
+done 192 samples: bpd=4.073406219482422
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model10000_outdistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model10000_outdistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model10000_outdistro_terms.npz
+evaluation nll complete
+sampling starting...
+-------------------------
+| grad_norm  | 0.0793   |
+| loss       | 0.0355   |
+| loss_q0    | 0.119    |
+| loss_q1    | 0.0179   |
+| loss_q2    | 0.00367  |
+| loss_q3    | 0.000674 |
+| mse        | 0.0318   |
+| mse_q0     | 0.104    |
+| mse_q1     | 0.0178   |
+| mse_q2     | 0.00364  |
+| mse_q3     | 0.000666 |
+| param_norm | 185      |
+| samples    | 1.76e+05 |
+| step       | 1.1e+04  |
+| vb         | 0.00371  |
+| vb_q0      | 0.0145   |
+| vb_q1      | 0.000131 |
+| vb_q2      | 3.25e-05 |
+| vb_q3      | 8.42e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0761   |
+| loss       | 0.0362   |
+| loss_q0    | 0.119    |
+| loss_q1    | 0.0177   |
+| loss_q2    | 0.00357  |
+| loss_q3    | 0.000631 |
+| mse        | 0.0321   |
+| mse_q0     | 0.103    |
+| mse_q1     | 0.0175   |
+| mse_q2     | 0.00354  |
+| mse_q3     | 0.000623 |
+| param_norm | 185      |
+| samples    | 1.92e+05 |
+| step       | 1.2e+04  |
+| vb         | 0.00416  |
+| vb_q0      | 0.016    |
+| vb_q1      | 0.00013  |
+| vb_q2      | 3.16e-05 |
+| vb_q3      | 7.87e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0758   |
+| loss       | 0.0354   |
+| loss_q0    | 0.12     |
+| loss_q1    | 0.018    |
+| loss_q2    | 0.0036   |
+| loss_q3    | 0.00061  |
+| mse        | 0.0314   |
+| mse_q0     | 0.104    |
+| mse_q1     | 0.0178   |
+| mse_q2     | 0.00356  |
+| mse_q3     | 0.000603 |
+| param_norm | 185      |
+| samples    | 2.08e+05 |
+| step       | 1.3e+04  |
+| vb         | 0.004    |
+| vb_q0      | 0.0159   |
+| vb_q1      | 0.000132 |
+| vb_q2      | 3.18e-05 |
+| vb_q3      | 7.59e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0745   |
+| loss       | 0.0341   |
+| loss_q0    | 0.114    |
+| loss_q1    | 0.0178   |
+| loss_q2    | 0.00351  |
+| loss_q3    | 0.000586 |
+| mse        | 0.031    |
+| mse_q0     | 0.102    |
+| mse_q1     | 0.0177   |
+| mse_q2     | 0.00348  |
+| mse_q3     | 0.000579 |
+| param_norm | 186      |
+| samples    | 2.24e+05 |
+| step       | 1.4e+04  |
+| vb         | 0.00309  |
+| vb_q0      | 0.0122   |
+| vb_q1      | 0.000131 |
+| vb_q2      | 3.11e-05 |
+| vb_q3      | 7.29e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0728   |
+| loss       | 0.034    |
+| loss_q0    | 0.116    |
+| loss_q1    | 0.0177   |
+| loss_q2    | 0.00353  |
+| loss_q3    | 0.000564 |
+| mse        | 0.0308   |
+| mse_q0     | 0.103    |
+| mse_q1     | 0.0176   |
+| mse_q2     | 0.0035   |
+| mse_q3     | 0.000557 |
+| param_norm | 186      |
+| samples    | 2.4e+05  |
+| step       | 1.5e+04  |
+| vb         | 0.00324  |
+| vb_q0      | 0.013    |
+| vb_q1      | 0.00013  |
+| vb_q2      | 3.12e-05 |
+| vb_q3      | 6.99e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0736   |
+| loss       | 0.036    |
+| loss_q0    | 0.121    |
+| loss_q1    | 0.0177   |
+| loss_q2    | 0.00358  |
+| loss_q3    | 0.00056  |
+| mse        | 0.0315   |
+| mse_q0     | 0.104    |
+| mse_q1     | 0.0175   |
+| mse_q2     | 0.00354  |
+| mse_q3     | 0.000553 |
+| param_norm | 187      |
+| samples    | 2.56e+05 |
+| step       | 1.6e+04  |
+| vb         | 0.00452  |
+| vb_q0      | 0.0177   |
+| vb_q1      | 0.00013  |
+| vb_q2      | 3.15e-05 |
+| vb_q3      | 6.93e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.07     |
+| loss       | 0.0347   |
+| loss_q0    | 0.116    |
+| loss_q1    | 0.0177   |
+| loss_q2    | 0.00352  |
+| loss_q3    | 0.000523 |
+| mse        | 0.0309   |
+| mse_q0     | 0.101    |
+| mse_q1     | 0.0175   |
+| mse_q2     | 0.00349  |
+| mse_q3     | 0.000516 |
+| param_norm | 187      |
+| samples    | 2.72e+05 |
+| step       | 1.7e+04  |
+| vb         | 0.00377  |
+| vb_q0      | 0.0147   |
+| vb_q1      | 0.00013  |
+| vb_q2      | 3.1e-05  |
+| vb_q3      | 6.47e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0702   |
+| loss       | 0.0339   |
+| loss_q0    | 0.115    |
+| loss_q1    | 0.0174   |
+| loss_q2    | 0.00347  |
+| loss_q3    | 0.000516 |
+| mse        | 0.0303   |
+| mse_q0     | 0.101    |
+| mse_q1     | 0.0173   |
+| mse_q2     | 0.00344  |
+| mse_q3     | 0.000509 |
+| param_norm | 188      |
+| samples    | 2.88e+05 |
+| step       | 1.8e+04  |
+| vb         | 0.00366  |
+| vb_q0      | 0.0146   |
+| vb_q1      | 0.000128 |
+| vb_q2      | 3.06e-05 |
+| vb_q3      | 6.4e-06  |
+-------------------------
+-------------------------
+| grad_norm  | 0.0676   |
+| loss       | 0.0331   |
+| loss_q0    | 0.112    |
+| loss_q1    | 0.0174   |
+| loss_q2    | 0.00344  |
+| loss_q3    | 0.000507 |
+| mse        | 0.0304   |
+| mse_q0     | 0.101    |
+| mse_q1     | 0.0173   |
+| mse_q2     | 0.0034   |
+| mse_q3     | 0.000501 |
+| param_norm | 188      |
+| samples    | 3.04e+05 |
+| step       | 1.9e+04  |
+| vb         | 0.00274  |
+| vb_q0      | 0.0109   |
+| vb_q1      | 0.000128 |
+| vb_q2      | 3.04e-05 |
+| vb_q3      | 6.26e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0685   |
+| loss       | 0.0337   |
+| loss_q0    | 0.114    |
+| loss_q1    | 0.0175   |
+| loss_q2    | 0.00345  |
+| loss_q3    | 0.000495 |
+| mse        | 0.03     |
+| mse_q0     | 0.0991   |
+| mse_q1     | 0.0174   |
+| mse_q2     | 0.00342  |
+| mse_q3     | 0.000489 |
+| param_norm | 189      |
+| samples    | 3.2e+05  |
+| step       | 2e+04    |
+| vb         | 0.00368  |
+| vb_q0      | 0.0146   |
+| vb_q1      | 0.000128 |
+| vb_q2      | 3.05e-05 |
+| vb_q3      | 6.13e-06 |
+-------------------------
+saving model 0...
+saving model 0.995...
+evaluation indistro starting...
+done 96 samples: bpd=3.86189341545105
+done 192 samples: bpd=3.769935965538025
+done 288 samples: bpd=3.756619850794474
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model20000_indistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model20000_indistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model20000_indistro_terms.npz
+evaluation nll complete
+evaluation outdistro starting...
+done 192 samples: bpd=3.8321585655212402
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model20000_outdistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model20000_outdistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model20000_outdistro_terms.npz
+evaluation nll complete
+sampling starting...
+-------------------------
+| grad_norm  | 0.0657   |
+| loss       | 0.0348   |
+| loss_q0    | 0.118    |
+| loss_q1    | 0.0175   |
+| loss_q2    | 0.00344  |
+| loss_q3    | 0.000478 |
+| mse        | 0.0307   |
+| mse_q0     | 0.101    |
+| mse_q1     | 0.0174   |
+| mse_q2     | 0.00341  |
+| mse_q3     | 0.000472 |
+| param_norm | 189      |
+| samples    | 3.36e+05 |
+| step       | 2.1e+04  |
+| vb         | 0.00408  |
+| vb_q0      | 0.0161   |
+| vb_q1      | 0.000128 |
+| vb_q2      | 3.03e-05 |
+| vb_q3      | 5.9e-06  |
+-------------------------
+-------------------------
+| grad_norm  | 0.065    |
+| loss       | 0.0331   |
+| loss_q0    | 0.114    |
+| loss_q1    | 0.0175   |
+| loss_q2    | 0.0034   |
+| loss_q3    | 0.000467 |
+| mse        | 0.0295   |
+| mse_q0     | 0.0992   |
+| mse_q1     | 0.0174   |
+| mse_q2     | 0.00337  |
+| mse_q3     | 0.000462 |
+| param_norm | 190      |
+| samples    | 3.52e+05 |
+| step       | 2.2e+04  |
+| vb         | 0.00366  |
+| vb_q0      | 0.0149   |
+| vb_q1      | 0.000129 |
+| vb_q2      | 3.01e-05 |
+| vb_q3      | 5.77e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0658   |
+| loss       | 0.0332   |
+| loss_q0    | 0.111    |
+| loss_q1    | 0.0173   |
+| loss_q2    | 0.00337  |
+| loss_q3    | 0.00046  |
+| mse        | 0.0298   |
+| mse_q0     | 0.0979   |
+| mse_q1     | 0.0171   |
+| mse_q2     | 0.00334  |
+| mse_q3     | 0.000454 |
+| param_norm | 190      |
+| samples    | 3.68e+05 |
+| step       | 2.3e+04  |
+| vb         | 0.00346  |
+| vb_q0      | 0.0136   |
+| vb_q1      | 0.000127 |
+| vb_q2      | 2.98e-05 |
+| vb_q3      | 5.69e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0645   |
+| loss       | 0.0335   |
+| loss_q0    | 0.116    |
+| loss_q1    | 0.0171   |
+| loss_q2    | 0.00335  |
+| loss_q3    | 0.000448 |
+| mse        | 0.0293   |
+| mse_q0     | 0.0987   |
+| mse_q1     | 0.017    |
+| mse_q2     | 0.00332  |
+| mse_q3     | 0.000443 |
+| param_norm | 191      |
+| samples    | 3.84e+05 |
+| step       | 2.4e+04  |
+| vb         | 0.00421  |
+| vb_q0      | 0.0171   |
+| vb_q1      | 0.000126 |
+| vb_q2      | 2.96e-05 |
+| vb_q3      | 5.52e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0657   |
+| loss       | 0.0336   |
+| loss_q0    | 0.111    |
+| loss_q1    | 0.0171   |
+| loss_q2    | 0.00337  |
+| loss_q3    | 0.000451 |
+| mse        | 0.0301   |
+| mse_q0     | 0.098    |
+| mse_q1     | 0.017    |
+| mse_q2     | 0.00334  |
+| mse_q3     | 0.000445 |
+| param_norm | 191      |
+| samples    | 4e+05    |
+| step       | 2.5e+04  |
+| vb         | 0.00348  |
+| vb_q0      | 0.0135   |
+| vb_q1      | 0.000125 |
+| vb_q2      | 2.98e-05 |
+| vb_q3      | 5.57e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0639   |
+| loss       | 0.0331   |
+| loss_q0    | 0.111    |
+| loss_q1    | 0.0173   |
+| loss_q2    | 0.00337  |
+| loss_q3    | 0.000437 |
+| mse        | 0.03     |
+| mse_q0     | 0.0991   |
+| mse_q1     | 0.0172   |
+| mse_q2     | 0.00334  |
+| mse_q3     | 0.000432 |
+| param_norm | 192      |
+| samples    | 4.16e+05 |
+| step       | 2.6e+04  |
+| vb         | 0.00305  |
+| vb_q0      | 0.012    |
+| vb_q1      | 0.000127 |
+| vb_q2      | 2.97e-05 |
+| vb_q3      | 5.39e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.062    |
+| loss       | 0.0319   |
+| loss_q0    | 0.109    |
+| loss_q1    | 0.0174   |
+| loss_q2    | 0.00339  |
+| loss_q3    | 0.000424 |
+| mse        | 0.0294   |
+| mse_q0     | 0.0989   |
+| mse_q1     | 0.0172   |
+| mse_q2     | 0.00336  |
+| mse_q3     | 0.000419 |
+| param_norm | 192      |
+| samples    | 4.32e+05 |
+| step       | 2.7e+04  |
+| vb         | 0.00251  |
+| vb_q0      | 0.0101   |
+| vb_q1      | 0.000127 |
+| vb_q2      | 2.99e-05 |
+| vb_q3      | 5.22e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0651   |
+| loss       | 0.0327   |
+| loss_q0    | 0.109    |
+| loss_q1    | 0.0171   |
+| loss_q2    | 0.00341  |
+| loss_q3    | 0.000435 |
+| mse        | 0.0294   |
+| mse_q0     | 0.0958   |
+| mse_q1     | 0.017    |
+| mse_q2     | 0.00338  |
+| mse_q3     | 0.00043  |
+| param_norm | 193      |
+| samples    | 4.48e+05 |
+| step       | 2.8e+04  |
+| vb         | 0.00326  |
+| vb_q0      | 0.0127   |
+| vb_q1      | 0.000126 |
+| vb_q2      | 3.01e-05 |
+| vb_q3      | 5.34e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0617   |
+| loss       | 0.0335   |
+| loss_q0    | 0.114    |
+| loss_q1    | 0.0172   |
+| loss_q2    | 0.00339  |
+| loss_q3    | 0.000421 |
+| mse        | 0.03     |
+| mse_q0     | 0.1      |
+| mse_q1     | 0.0171   |
+| mse_q2     | 0.00336  |
+| mse_q3     | 0.000416 |
+| param_norm | 193      |
+| samples    | 4.64e+05 |
+| step       | 2.9e+04  |
+| vb         | 0.00346  |
+| vb_q0      | 0.0139   |
+| vb_q1      | 0.000126 |
+| vb_q2      | 2.99e-05 |
+| vb_q3      | 5.18e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0625   |
+| loss       | 0.0341   |
+| loss_q0    | 0.117    |
+| loss_q1    | 0.0173   |
+| loss_q2    | 0.00336  |
+| loss_q3    | 0.000427 |
+| mse        | 0.0297   |
+| mse_q0     | 0.0996   |
+| mse_q1     | 0.0172   |
+| mse_q2     | 0.00333  |
+| mse_q3     | 0.000422 |
+| param_norm | 194      |
+| samples    | 4.8e+05  |
+| step       | 3e+04    |
+| vb         | 0.00441  |
+| vb_q0      | 0.0178   |
+| vb_q1      | 0.000127 |
+| vb_q2      | 2.96e-05 |
+| vb_q3      | 5.26e-06 |
+-------------------------
+saving model 0...
+saving model 0.995...
+evaluation indistro starting...
+done 96 samples: bpd=3.642620086669922
+done 192 samples: bpd=3.8054873943328857
+done 288 samples: bpd=3.7644495169321694
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model30000_indistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model30000_indistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model30000_indistro_terms.npz
+evaluation nll complete
+evaluation outdistro starting...
+done 192 samples: bpd=3.8840670585632324
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model30000_outdistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model30000_outdistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model30000_outdistro_terms.npz
+evaluation nll complete
+sampling starting...
+-------------------------
+| grad_norm  | 0.0625   |
+| loss       | 0.0347   |
+| loss_q0    | 0.117    |
+| loss_q1    | 0.0174   |
+| loss_q2    | 0.00327  |
+| loss_q3    | 0.000413 |
+| mse        | 0.0306   |
+| mse_q0     | 0.101    |
+| mse_q1     | 0.0172   |
+| mse_q2     | 0.00324  |
+| mse_q3     | 0.000408 |
+| param_norm | 194      |
+| samples    | 4.96e+05 |
+| step       | 3.1e+04  |
+| vb         | 0.00405  |
+| vb_q0      | 0.0159   |
+| vb_q1      | 0.000127 |
+| vb_q2      | 2.89e-05 |
+| vb_q3      | 5.09e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0595   |
+| loss       | 0.0319   |
+| loss_q0    | 0.107    |
+| loss_q1    | 0.0169   |
+| loss_q2    | 0.00331  |
+| loss_q3    | 0.000398 |
+| mse        | 0.0293   |
+| mse_q0     | 0.0967   |
+| mse_q1     | 0.0168   |
+| mse_q2     | 0.00328  |
+| mse_q3     | 0.000393 |
+| param_norm | 195      |
+| samples    | 5.12e+05 |
+| step       | 3.2e+04  |
+| vb         | 0.00266  |
+| vb_q0      | 0.0105   |
+| vb_q1      | 0.000124 |
+| vb_q2      | 2.92e-05 |
+| vb_q3      | 4.88e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0619   |
+| loss       | 0.033    |
+| loss_q0    | 0.113    |
+| loss_q1    | 0.0172   |
+| loss_q2    | 0.00329  |
+| loss_q3    | 0.0004   |
+| mse        | 0.0296   |
+| mse_q0     | 0.0996   |
+| mse_q1     | 0.0171   |
+| mse_q2     | 0.00326  |
+| mse_q3     | 0.000395 |
+| param_norm | 195      |
+| samples    | 5.28e+05 |
+| step       | 3.3e+04  |
+| vb         | 0.00338  |
+| vb_q0      | 0.0137   |
+| vb_q1      | 0.000126 |
+| vb_q2      | 2.9e-05  |
+| vb_q3      | 4.93e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0606   |
+| loss       | 0.0351   |
+| loss_q0    | 0.119    |
+| loss_q1    | 0.017    |
+| loss_q2    | 0.00336  |
+| loss_q3    | 0.000399 |
+| mse        | 0.0304   |
+| mse_q0     | 0.1      |
+| mse_q1     | 0.0169   |
+| mse_q2     | 0.00333  |
+| mse_q3     | 0.000394 |
+| param_norm | 196      |
+| samples    | 5.44e+05 |
+| step       | 3.4e+04  |
+| vb         | 0.00465  |
+| vb_q0      | 0.0183   |
+| vb_q1      | 0.000125 |
+| vb_q2      | 2.96e-05 |
+| vb_q3      | 4.89e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0636   |
+| loss       | 0.0342   |
+| loss_q0    | 0.114    |
+| loss_q1    | 0.017    |
+| loss_q2    | 0.00332  |
+| loss_q3    | 0.000391 |
+| mse        | 0.0303   |
+| mse_q0     | 0.0985   |
+| mse_q1     | 0.0169   |
+| mse_q2     | 0.00329  |
+| mse_q3     | 0.000386 |
+| param_norm | 196      |
+| samples    | 5.6e+05  |
+| step       | 3.5e+04  |
+| vb         | 0.00394  |
+| vb_q0      | 0.0153   |
+| vb_q1      | 0.000125 |
+| vb_q2      | 2.92e-05 |
+| vb_q3      | 4.82e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0611   |
+| loss       | 0.034    |
+| loss_q0    | 0.114    |
+| loss_q1    | 0.017    |
+| loss_q2    | 0.00334  |
+| loss_q3    | 0.000391 |
+| mse        | 0.03     |
+| mse_q0     | 0.0984   |
+| mse_q1     | 0.0169   |
+| mse_q2     | 0.00331  |
+| mse_q3     | 0.000387 |
+| param_norm | 197      |
+| samples    | 5.76e+05 |
+| step       | 3.6e+04  |
+| vb         | 0.00397  |
+| vb_q0      | 0.0155   |
+| vb_q1      | 0.000125 |
+| vb_q2      | 2.95e-05 |
+| vb_q3      | 4.81e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0599   |
+| loss       | 0.0318   |
+| loss_q0    | 0.11     |
+| loss_q1    | 0.017    |
+| loss_q2    | 0.00335  |
+| loss_q3    | 0.000387 |
+| mse        | 0.0285   |
+| mse_q0     | 0.0965   |
+| mse_q1     | 0.0169   |
+| mse_q2     | 0.00332  |
+| mse_q3     | 0.000383 |
+| param_norm | 197      |
+| samples    | 5.92e+05 |
+| step       | 3.7e+04  |
+| vb         | 0.00331  |
+| vb_q0      | 0.0136   |
+| vb_q1      | 0.000125 |
+| vb_q2      | 2.95e-05 |
+| vb_q3      | 4.76e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0596   |
+| loss       | 0.0342   |
+| loss_q0    | 0.116    |
+| loss_q1    | 0.017    |
+| loss_q2    | 0.00336  |
+| loss_q3    | 0.000383 |
+| mse        | 0.03     |
+| mse_q0     | 0.0993   |
+| mse_q1     | 0.0168   |
+| mse_q2     | 0.00333  |
+| mse_q3     | 0.000379 |
+| param_norm | 198      |
+| samples    | 6.08e+05 |
+| step       | 3.8e+04  |
+| vb         | 0.00417  |
+| vb_q0      | 0.0165   |
+| vb_q1      | 0.000124 |
+| vb_q2      | 2.95e-05 |
+| vb_q3      | 4.7e-06  |
+-------------------------
+-------------------------
+| grad_norm  | 0.062    |
+| loss       | 0.0346   |
+| loss_q0    | 0.117    |
+| loss_q1    | 0.0169   |
+| loss_q2    | 0.00327  |
+| loss_q3    | 0.000388 |
+| mse        | 0.0298   |
+| mse_q0     | 0.0984   |
+| mse_q1     | 0.0168   |
+| mse_q2     | 0.00325  |
+| mse_q3     | 0.000384 |
+| param_norm | 198      |
+| samples    | 6.24e+05 |
+| step       | 3.9e+04  |
+| vb         | 0.00484  |
+| vb_q0      | 0.0191   |
+| vb_q1      | 0.000124 |
+| vb_q2      | 2.89e-05 |
+| vb_q3      | 4.77e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0562   |
+| loss       | 0.0336   |
+| loss_q0    | 0.113    |
+| loss_q1    | 0.0167   |
+| loss_q2    | 0.00331  |
+| loss_q3    | 0.000371 |
+| mse        | 0.0296   |
+| mse_q0     | 0.0974   |
+| mse_q1     | 0.0166   |
+| mse_q2     | 0.00328  |
+| mse_q3     | 0.000367 |
+| param_norm | 199      |
+| samples    | 6.4e+05  |
+| step       | 4e+04    |
+| vb         | 0.00396  |
+| vb_q0      | 0.0155   |
+| vb_q1      | 0.000123 |
+| vb_q2      | 2.92e-05 |
+| vb_q3      | 4.55e-06 |
+-------------------------
+saving model 0...
+saving model 0.995...
+evaluation indistro starting...
+done 96 samples: bpd=3.5080957412719727
+done 192 samples: bpd=3.5733258724212646
+done 288 samples: bpd=3.587653636932373
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model40000_indistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model40000_indistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model40000_indistro_terms.npz
+evaluation nll complete
+evaluation outdistro starting...
+done 192 samples: bpd=3.791849136352539
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model40000_outdistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model40000_outdistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model40000_outdistro_terms.npz
+evaluation nll complete
+sampling starting...
+-------------------------
+| grad_norm  | 0.0596   |
+| loss       | 0.0344   |
+| loss_q0    | 0.115    |
+| loss_q1    | 0.0168   |
+| loss_q2    | 0.00325  |
+| loss_q3    | 0.000377 |
+| mse        | 0.0306   |
+| mse_q0     | 0.1      |
+| mse_q1     | 0.0167   |
+| mse_q2     | 0.00322  |
+| mse_q3     | 0.000372 |
+| param_norm | 199      |
+| samples    | 6.56e+05 |
+| step       | 4.1e+04  |
+| vb         | 0.00381  |
+| vb_q0      | 0.0148   |
+| vb_q1      | 0.000123 |
+| vb_q2      | 2.87e-05 |
+| vb_q3      | 4.62e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0589   |
+| loss       | 0.0328   |
+| loss_q0    | 0.113    |
+| loss_q1    | 0.017    |
+| loss_q2    | 0.00331  |
+| loss_q3    | 0.00037  |
+| mse        | 0.0286   |
+| mse_q0     | 0.0962   |
+| mse_q1     | 0.0168   |
+| mse_q2     | 0.00328  |
+| mse_q3     | 0.000365 |
+| param_norm | 200      |
+| samples    | 6.72e+05 |
+| step       | 4.2e+04  |
+| vb         | 0.00413  |
+| vb_q0      | 0.0168   |
+| vb_q1      | 0.000124 |
+| vb_q2      | 2.92e-05 |
+| vb_q3      | 4.52e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0587   |
+| loss       | 0.0329   |
+| loss_q0    | 0.111    |
+| loss_q1    | 0.017    |
+| loss_q2    | 0.00332  |
+| loss_q3    | 0.000369 |
+| mse        | 0.0295   |
+| mse_q0     | 0.0973   |
+| mse_q1     | 0.0168   |
+| mse_q2     | 0.00329  |
+| mse_q3     | 0.000364 |
+| param_norm | 200      |
+| samples    | 6.88e+05 |
+| step       | 4.3e+04  |
+| vb         | 0.00348  |
+| vb_q0      | 0.0137   |
+| vb_q1      | 0.000125 |
+| vb_q2      | 2.92e-05 |
+| vb_q3      | 4.51e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0571   |
+| loss       | 0.0338   |
+| loss_q0    | 0.117    |
+| loss_q1    | 0.0168   |
+| loss_q2    | 0.00322  |
+| loss_q3    | 0.000364 |
+| mse        | 0.0294   |
+| mse_q0     | 0.0992   |
+| mse_q1     | 0.0167   |
+| mse_q2     | 0.00319  |
+| mse_q3     | 0.000359 |
+| param_norm | 201      |
+| samples    | 7.04e+05 |
+| step       | 4.4e+04  |
+| vb         | 0.00437  |
+| vb_q0      | 0.0177   |
+| vb_q1      | 0.000123 |
+| vb_q2      | 2.84e-05 |
+| vb_q3      | 4.45e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0587   |
+| loss       | 0.034    |
+| loss_q0    | 0.114    |
+| loss_q1    | 0.0171   |
+| loss_q2    | 0.00331  |
+| loss_q3    | 0.00037  |
+| mse        | 0.0301   |
+| mse_q0     | 0.0988   |
+| mse_q1     | 0.017    |
+| mse_q2     | 0.00328  |
+| mse_q3     | 0.000365 |
+| param_norm | 201      |
+| samples    | 7.2e+05  |
+| step       | 4.5e+04  |
+| vb         | 0.00387  |
+| vb_q0      | 0.0152   |
+| vb_q1      | 0.000126 |
+| vb_q2      | 2.91e-05 |
+| vb_q3      | 4.52e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.061    |
+| loss       | 0.0329   |
+| loss_q0    | 0.11     |
+| loss_q1    | 0.0169   |
+| loss_q2    | 0.00329  |
+| loss_q3    | 0.000368 |
+| mse        | 0.0299   |
+| mse_q0     | 0.0983   |
+| mse_q1     | 0.0167   |
+| mse_q2     | 0.00326  |
+| mse_q3     | 0.000364 |
+| param_norm | 202      |
+| samples    | 7.36e+05 |
+| step       | 4.6e+04  |
+| vb         | 0.0031   |
+| vb_q0      | 0.0121   |
+| vb_q1      | 0.000124 |
+| vb_q2      | 2.89e-05 |
+| vb_q3      | 4.5e-06  |
+-------------------------
+-------------------------
+| grad_norm  | 0.0566   |
+| loss       | 0.0328   |
+| loss_q0    | 0.111    |
+| loss_q1    | 0.0171   |
+| loss_q2    | 0.00327  |
+| loss_q3    | 0.000357 |
+| mse        | 0.0294   |
+| mse_q0     | 0.0976   |
+| mse_q1     | 0.017    |
+| mse_q2     | 0.00324  |
+| mse_q3     | 0.000353 |
+| param_norm | 202      |
+| samples    | 7.52e+05 |
+| step       | 4.7e+04  |
+| vb         | 0.00339  |
+| vb_q0      | 0.0135   |
+| vb_q1      | 0.000126 |
+| vb_q2      | 2.88e-05 |
+| vb_q3      | 4.39e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0606   |
+| loss       | 0.0344   |
+| loss_q0    | 0.114    |
+| loss_q1    | 0.0168   |
+| loss_q2    | 0.00333  |
+| loss_q3    | 0.000357 |
+| mse        | 0.0305   |
+| mse_q0     | 0.0991   |
+| mse_q1     | 0.0167   |
+| mse_q2     | 0.0033   |
+| mse_q3     | 0.000352 |
+| param_norm | 203      |
+| samples    | 7.68e+05 |
+| step       | 4.8e+04  |
+| vb         | 0.00387  |
+| vb_q0      | 0.0149   |
+| vb_q1      | 0.000123 |
+| vb_q2      | 2.93e-05 |
+| vb_q3      | 4.37e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0559   |
+| loss       | 0.0327   |
+| loss_q0    | 0.108    |
+| loss_q1    | 0.0166   |
+| loss_q2    | 0.00329  |
+| loss_q3    | 0.000351 |
+| mse        | 0.0292   |
+| mse_q0     | 0.0947   |
+| mse_q1     | 0.0165   |
+| mse_q2     | 0.00326  |
+| mse_q3     | 0.000347 |
+| param_norm | 203      |
+| samples    | 7.84e+05 |
+| step       | 4.9e+04  |
+| vb         | 0.00349  |
+| vb_q0      | 0.0135   |
+| vb_q1      | 0.000122 |
+| vb_q2      | 2.9e-05  |
+| vb_q3      | 4.29e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0589   |
+| loss       | 0.0338   |
+| loss_q0    | 0.116    |
+| loss_q1    | 0.0169   |
+| loss_q2    | 0.00327  |
+| loss_q3    | 0.00035  |
+| mse        | 0.029    |
+| mse_q0     | 0.0968   |
+| mse_q1     | 0.0168   |
+| mse_q2     | 0.00325  |
+| mse_q3     | 0.000346 |
+| param_norm | 204      |
+| samples    | 8e+05    |
+| step       | 5e+04    |
+| vb         | 0.00479  |
+| vb_q0      | 0.0193   |
+| vb_q1      | 0.000124 |
+| vb_q2      | 2.88e-05 |
+| vb_q3      | 4.29e-06 |
+-------------------------
+saving model 0...
+saving model 0.995...
+evaluation indistro starting...
+done 96 samples: bpd=3.513167142868042
+done 192 samples: bpd=3.5448752641677856
+done 288 samples: bpd=3.5497219562530518
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model50000_indistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model50000_indistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model50000_indistro_terms.npz
+evaluation nll complete
+evaluation outdistro starting...
+done 192 samples: bpd=3.7412848472595215
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model50000_outdistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model50000_outdistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model50000_outdistro_terms.npz
+evaluation nll complete
+sampling starting...
+-------------------------
+| grad_norm  | 0.0547   |
+| loss       | 0.0326   |
+| loss_q0    | 0.11     |
+| loss_q1    | 0.0167   |
+| loss_q2    | 0.00326  |
+| loss_q3    | 0.000349 |
+| mse        | 0.0291   |
+| mse_q0     | 0.0965   |
+| mse_q1     | 0.0166   |
+| mse_q2     | 0.00323  |
+| mse_q3     | 0.000345 |
+| param_norm | 204      |
+| samples    | 8.16e+05 |
+| step       | 5.1e+04  |
+| vb         | 0.00349  |
+| vb_q0      | 0.0138   |
+| vb_q1      | 0.000123 |
+| vb_q2      | 2.87e-05 |
+| vb_q3      | 4.27e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0582   |
+| loss       | 0.0324   |
+| loss_q0    | 0.109    |
+| loss_q1    | 0.0168   |
+| loss_q2    | 0.00319  |
+| loss_q3    | 0.000349 |
+| mse        | 0.0292   |
+| mse_q0     | 0.0969   |
+| mse_q1     | 0.0166   |
+| mse_q2     | 0.00316  |
+| mse_q3     | 0.000345 |
+| param_norm | 205      |
+| samples    | 8.32e+05 |
+| step       | 5.2e+04  |
+| vb         | 0.00317  |
+| vb_q0      | 0.0126   |
+| vb_q1      | 0.000123 |
+| vb_q2      | 2.82e-05 |
+| vb_q3      | 4.27e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0565   |
+| loss       | 0.0328   |
+| loss_q0    | 0.111    |
+| loss_q1    | 0.0168   |
+| loss_q2    | 0.00324  |
+| loss_q3    | 0.000347 |
+| mse        | 0.0291   |
+| mse_q0     | 0.0964   |
+| mse_q1     | 0.0167   |
+| mse_q2     | 0.00321  |
+| mse_q3     | 0.000343 |
+| param_norm | 205      |
+| samples    | 8.48e+05 |
+| step       | 5.3e+04  |
+| vb         | 0.00373  |
+| vb_q0      | 0.0148   |
+| vb_q1      | 0.000123 |
+| vb_q2      | 2.85e-05 |
+| vb_q3      | 4.23e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0586   |
+| loss       | 0.0338   |
+| loss_q0    | 0.117    |
+| loss_q1    | 0.0168   |
+| loss_q2    | 0.00323  |
+| loss_q3    | 0.000341 |
+| mse        | 0.0297   |
+| mse_q0     | 0.1      |
+| mse_q1     | 0.0167   |
+| mse_q2     | 0.00321  |
+| mse_q3     | 0.000337 |
+| param_norm | 206      |
+| samples    | 8.64e+05 |
+| step       | 5.4e+04  |
+| vb         | 0.00406  |
+| vb_q0      | 0.0164   |
+| vb_q1      | 0.000123 |
+| vb_q2      | 2.85e-05 |
+| vb_q3      | 4.17e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0558   |
+| loss       | 0.0336   |
+| loss_q0    | 0.115    |
+| loss_q1    | 0.0165   |
+| loss_q2    | 0.00326  |
+| loss_q3    | 0.00034  |
+| mse        | 0.0293   |
+| mse_q0     | 0.098    |
+| mse_q1     | 0.0164   |
+| mse_q2     | 0.00323  |
+| mse_q3     | 0.000336 |
+| param_norm | 206      |
+| samples    | 8.8e+05  |
+| step       | 5.5e+04  |
+| vb         | 0.00434  |
+| vb_q0      | 0.0174   |
+| vb_q1      | 0.000121 |
+| vb_q2      | 2.87e-05 |
+| vb_q3      | 4.16e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0578   |
+| loss       | 0.0329   |
+| loss_q0    | 0.112    |
+| loss_q1    | 0.0164   |
+| loss_q2    | 0.00319  |
+| loss_q3    | 0.000341 |
+| mse        | 0.029    |
+| mse_q0     | 0.0971   |
+| mse_q1     | 0.0163   |
+| mse_q2     | 0.00316  |
+| mse_q3     | 0.000337 |
+| param_norm | 207      |
+| samples    | 8.96e+05 |
+| step       | 5.6e+04  |
+| vb         | 0.00385  |
+| vb_q0      | 0.0153   |
+| vb_q1      | 0.000121 |
+| vb_q2      | 2.82e-05 |
+| vb_q3      | 4.18e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.055    |
+| loss       | 0.0329   |
+| loss_q0    | 0.112    |
+| loss_q1    | 0.0165   |
+| loss_q2    | 0.00321  |
+| loss_q3    | 0.00033  |
+| mse        | 0.029    |
+| mse_q0     | 0.0964   |
+| mse_q1     | 0.0164   |
+| mse_q2     | 0.00319  |
+| mse_q3     | 0.000326 |
+| param_norm | 207      |
+| samples    | 9.12e+05 |
+| step       | 5.7e+04  |
+| vb         | 0.00392  |
+| vb_q0      | 0.0156   |
+| vb_q1      | 0.000121 |
+| vb_q2      | 2.83e-05 |
+| vb_q3      | 4.04e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0567   |
+| loss       | 0.0338   |
+| loss_q0    | 0.113    |
+| loss_q1    | 0.0168   |
+| loss_q2    | 0.00327  |
+| loss_q3    | 0.000333 |
+| mse        | 0.0295   |
+| mse_q0     | 0.0965   |
+| mse_q1     | 0.0167   |
+| mse_q2     | 0.00324  |
+| mse_q3     | 0.000329 |
+| param_norm | 208      |
+| samples    | 9.28e+05 |
+| step       | 5.8e+04  |
+| vb         | 0.00423  |
+| vb_q0      | 0.0165   |
+| vb_q1      | 0.000123 |
+| vb_q2      | 2.88e-05 |
+| vb_q3      | 4.06e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0562   |
+| loss       | 0.0341   |
+| loss_q0    | 0.115    |
+| loss_q1    | 0.0166   |
+| loss_q2    | 0.00321  |
+| loss_q3    | 0.00033  |
+| mse        | 0.0295   |
+| mse_q0     | 0.0972   |
+| mse_q1     | 0.0165   |
+| mse_q2     | 0.00318  |
+| mse_q3     | 0.000326 |
+| param_norm | 209      |
+| samples    | 9.44e+05 |
+| step       | 5.9e+04  |
+| vb         | 0.00459  |
+| vb_q0      | 0.018    |
+| vb_q1      | 0.000122 |
+| vb_q2      | 2.83e-05 |
+| vb_q3      | 4.03e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0591   |
+| loss       | 0.0323   |
+| loss_q0    | 0.109    |
+| loss_q1    | 0.0167   |
+| loss_q2    | 0.00328  |
+| loss_q3    | 0.000334 |
+| mse        | 0.0289   |
+| mse_q0     | 0.0958   |
+| mse_q1     | 0.0166   |
+| mse_q2     | 0.00325  |
+| mse_q3     | 0.00033  |
+| param_norm | 209      |
+| samples    | 9.6e+05  |
+| step       | 6e+04    |
+| vb         | 0.00337  |
+| vb_q0      | 0.0134   |
+| vb_q1      | 0.000123 |
+| vb_q2      | 2.88e-05 |
+| vb_q3      | 4.07e-06 |
+-------------------------
+saving model 0...
+saving model 0.995...
+evaluation indistro starting...
+done 96 samples: bpd=3.7332992553710938
+done 192 samples: bpd=3.742550849914551
+done 288 samples: bpd=3.750394821166992
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model60000_indistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model60000_indistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model60000_indistro_terms.npz
+evaluation nll complete
+evaluation outdistro starting...
+done 192 samples: bpd=3.7803030014038086
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model60000_outdistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model60000_outdistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model60000_outdistro_terms.npz
+evaluation nll complete
+sampling starting...
+-------------------------
+| grad_norm  | 0.0561   |
+| loss       | 0.0328   |
+| loss_q0    | 0.11     |
+| loss_q1    | 0.0166   |
+| loss_q2    | 0.00324  |
+| loss_q3    | 0.000332 |
+| mse        | 0.0294   |
+| mse_q0     | 0.0963   |
+| mse_q1     | 0.0165   |
+| mse_q2     | 0.00321  |
+| mse_q3     | 0.000328 |
+| param_norm | 210      |
+| samples    | 9.76e+05 |
+| step       | 6.1e+04  |
+| vb         | 0.00346  |
+| vb_q0      | 0.0135   |
+| vb_q1      | 0.000122 |
+| vb_q2      | 2.85e-05 |
+| vb_q3      | 4.05e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.055    |
+| loss       | 0.033    |
+| loss_q0    | 0.113    |
+| loss_q1    | 0.0167   |
+| loss_q2    | 0.00321  |
+| loss_q3    | 0.000327 |
+| mse        | 0.0291   |
+| mse_q0     | 0.0971   |
+| mse_q1     | 0.0166   |
+| mse_q2     | 0.00318  |
+| mse_q3     | 0.000323 |
+| param_norm | 210      |
+| samples    | 9.92e+05 |
+| step       | 6.2e+04  |
+| vb         | 0.00388  |
+| vb_q0      | 0.0155   |
+| vb_q1      | 0.000122 |
+| vb_q2      | 2.82e-05 |
+| vb_q3      | 3.99e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0522   |
+| loss       | 0.0327   |
+| loss_q0    | 0.112    |
+| loss_q1    | 0.0166   |
+| loss_q2    | 0.00317  |
+| loss_q3    | 0.000321 |
+| mse        | 0.0291   |
+| mse_q0     | 0.0975   |
+| mse_q1     | 0.0165   |
+| mse_q2     | 0.00314  |
+| mse_q3     | 0.000317 |
+| param_norm | 211      |
+| samples    | 1.01e+06 |
+| step       | 6.3e+04  |
+| vb         | 0.00364  |
+| vb_q0      | 0.0146   |
+| vb_q1      | 0.000122 |
+| vb_q2      | 2.8e-05  |
+| vb_q3      | 3.91e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0563   |
+| loss       | 0.0326   |
+| loss_q0    | 0.11     |
+| loss_q1    | 0.0167   |
+| loss_q2    | 0.00322  |
+| loss_q3    | 0.000333 |
+| mse        | 0.0287   |
+| mse_q0     | 0.0949   |
+| mse_q1     | 0.0165   |
+| mse_q2     | 0.0032   |
+| mse_q3     | 0.000329 |
+| param_norm | 211      |
+| samples    | 1.02e+06 |
+| step       | 6.4e+04  |
+| vb         | 0.00392  |
+| vb_q0      | 0.0155   |
+| vb_q1      | 0.000122 |
+| vb_q2      | 2.84e-05 |
+| vb_q3      | 4.06e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0557   |
+| loss       | 0.0327   |
+| loss_q0    | 0.111    |
+| loss_q1    | 0.0167   |
+| loss_q2    | 0.00317  |
+| loss_q3    | 0.000325 |
+| mse        | 0.0288   |
+| mse_q0     | 0.0954   |
+| mse_q1     | 0.0166   |
+| mse_q2     | 0.00314  |
+| mse_q3     | 0.000321 |
+| param_norm | 212      |
+| samples    | 1.04e+06 |
+| step       | 6.5e+04  |
+| vb         | 0.00387  |
+| vb_q0      | 0.0154   |
+| vb_q1      | 0.000122 |
+| vb_q2      | 2.8e-05  |
+| vb_q3      | 3.95e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0545   |
+| loss       | 0.032    |
+| loss_q0    | 0.11     |
+| loss_q1    | 0.0167   |
+| loss_q2    | 0.00324  |
+| loss_q3    | 0.000323 |
+| mse        | 0.0282   |
+| mse_q0     | 0.0944   |
+| mse_q1     | 0.0165   |
+| mse_q2     | 0.00321  |
+| mse_q3     | 0.00032  |
+| param_norm | 212      |
+| samples    | 1.06e+06 |
+| step       | 6.6e+04  |
+| vb         | 0.00382  |
+| vb_q0      | 0.0154   |
+| vb_q1      | 0.000122 |
+| vb_q2      | 2.85e-05 |
+| vb_q3      | 3.94e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0545   |
+| loss       | 0.0326   |
+| loss_q0    | 0.111    |
+| loss_q1    | 0.0166   |
+| loss_q2    | 0.00322  |
+| loss_q3    | 0.00032  |
+| mse        | 0.0288   |
+| mse_q0     | 0.0955   |
+| mse_q1     | 0.0164   |
+| mse_q2     | 0.00319  |
+| mse_q3     | 0.000316 |
+| param_norm | 213      |
+| samples    | 1.07e+06 |
+| step       | 6.7e+04  |
+| vb         | 0.00382  |
+| vb_q0      | 0.0152   |
+| vb_q1      | 0.000121 |
+| vb_q2      | 2.83e-05 |
+| vb_q3      | 3.89e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0563   |
+| loss       | 0.0335   |
+| loss_q0    | 0.114    |
+| loss_q1    | 0.0165   |
+| loss_q2    | 0.0032   |
+| loss_q3    | 0.000325 |
+| mse        | 0.0294   |
+| mse_q0     | 0.098    |
+| mse_q1     | 0.0164   |
+| mse_q2     | 0.00317  |
+| mse_q3     | 0.000321 |
+| param_norm | 213      |
+| samples    | 1.09e+06 |
+| step       | 6.8e+04  |
+| vb         | 0.00401  |
+| vb_q0      | 0.0159   |
+| vb_q1      | 0.000121 |
+| vb_q2      | 2.81e-05 |
+| vb_q3      | 3.96e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.055    |
+| loss       | 0.0318   |
+| loss_q0    | 0.107    |
+| loss_q1    | 0.0168   |
+| loss_q2    | 0.00323  |
+| loss_q3    | 0.000317 |
+| mse        | 0.0287   |
+| mse_q0     | 0.0942   |
+| mse_q1     | 0.0166   |
+| mse_q2     | 0.00321  |
+| mse_q3     | 0.000313 |
+| param_norm | 214      |
+| samples    | 1.1e+06  |
+| step       | 6.9e+04  |
+| vb         | 0.00313  |
+| vb_q0      | 0.0124   |
+| vb_q1      | 0.000123 |
+| vb_q2      | 2.84e-05 |
+| vb_q3      | 3.86e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0537   |
+| loss       | 0.0316   |
+| loss_q0    | 0.105    |
+| loss_q1    | 0.0166   |
+| loss_q2    | 0.00318  |
+| loss_q3    | 0.000318 |
+| mse        | 0.0286   |
+| mse_q0     | 0.0936   |
+| mse_q1     | 0.0165   |
+| mse_q2     | 0.00315  |
+| mse_q3     | 0.000314 |
+| param_norm | 215      |
+| samples    | 1.12e+06 |
+| step       | 7e+04    |
+| vb         | 0.00302  |
+| vb_q0      | 0.0118   |
+| vb_q1      | 0.000122 |
+| vb_q2      | 2.8e-05  |
+| vb_q3      | 3.87e-06 |
+-------------------------
+saving model 0...
+saving model 0.995...
+evaluation indistro starting...
+done 96 samples: bpd=3.8689794540405273
+done 192 samples: bpd=3.703700542449951
+done 288 samples: bpd=3.6549039681752524
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model70000_indistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model70000_indistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model70000_indistro_terms.npz
+evaluation nll complete
+evaluation outdistro starting...
+done 192 samples: bpd=3.788196086883545
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model70000_outdistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model70000_outdistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model70000_outdistro_terms.npz
+evaluation nll complete
+sampling starting...
+-------------------------
+| grad_norm  | 0.0552   |
+| loss       | 0.0336   |
+| loss_q0    | 0.112    |
+| loss_q1    | 0.0168   |
+| loss_q2    | 0.00322  |
+| loss_q3    | 0.00032  |
+| mse        | 0.0297   |
+| mse_q0     | 0.0973   |
+| mse_q1     | 0.0166   |
+| mse_q2     | 0.00319  |
+| mse_q3     | 0.000316 |
+| param_norm | 215      |
+| samples    | 1.14e+06 |
+| step       | 7.1e+04  |
+| vb         | 0.00389  |
+| vb_q0      | 0.0152   |
+| vb_q1      | 0.000123 |
+| vb_q2      | 2.83e-05 |
+| vb_q3      | 3.9e-06  |
+-------------------------
+-------------------------
+| grad_norm  | 0.0521   |
+| loss       | 0.0323   |
+| loss_q0    | 0.109    |
+| loss_q1    | 0.0167   |
+| loss_q2    | 0.00316  |
+| loss_q3    | 0.000313 |
+| mse        | 0.0285   |
+| mse_q0     | 0.0942   |
+| mse_q1     | 0.0166   |
+| mse_q2     | 0.00313  |
+| mse_q3     | 0.00031  |
+| param_norm | 216      |
+| samples    | 1.15e+06 |
+| step       | 7.2e+04  |
+| vb         | 0.00381  |
+| vb_q0      | 0.0151   |
+| vb_q1      | 0.000123 |
+| vb_q2      | 2.78e-05 |
+| vb_q3      | 3.81e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.056    |
+| loss       | 0.0321   |
+| loss_q0    | 0.109    |
+| loss_q1    | 0.0165   |
+| loss_q2    | 0.00314  |
+| loss_q3    | 0.000315 |
+| mse        | 0.029    |
+| mse_q0     | 0.0965   |
+| mse_q1     | 0.0164   |
+| mse_q2     | 0.00312  |
+| mse_q3     | 0.000311 |
+| param_norm | 216      |
+| samples    | 1.17e+06 |
+| step       | 7.3e+04  |
+| vb         | 0.00309  |
+| vb_q0      | 0.0123   |
+| vb_q1      | 0.000121 |
+| vb_q2      | 2.78e-05 |
+| vb_q3      | 3.84e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0551   |
+| loss       | 0.0329   |
+| loss_q0    | 0.11     |
+| loss_q1    | 0.0163   |
+| loss_q2    | 0.00321  |
+| loss_q3    | 0.00032  |
+| mse        | 0.029    |
+| mse_q0     | 0.0948   |
+| mse_q1     | 0.0162   |
+| mse_q2     | 0.00318  |
+| mse_q3     | 0.000316 |
+| param_norm | 217      |
+| samples    | 1.18e+06 |
+| step       | 7.4e+04  |
+| vb         | 0.0039   |
+| vb_q0      | 0.0152   |
+| vb_q1      | 0.00012  |
+| vb_q2      | 2.82e-05 |
+| vb_q3      | 3.88e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0539   |
+| loss       | 0.0323   |
+| loss_q0    | 0.112    |
+| loss_q1    | 0.0163   |
+| loss_q2    | 0.00319  |
+| loss_q3    | 0.000316 |
+| mse        | 0.0286   |
+| mse_q0     | 0.0974   |
+| mse_q1     | 0.0162   |
+| mse_q2     | 0.00316  |
+| mse_q3     | 0.000313 |
+| param_norm | 217      |
+| samples    | 1.2e+06  |
+| step       | 7.5e+04  |
+| vb         | 0.00365  |
+| vb_q0      | 0.0148   |
+| vb_q1      | 0.00012  |
+| vb_q2      | 2.81e-05 |
+| vb_q3      | 3.85e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.053    |
+| loss       | 0.0342   |
+| loss_q0    | 0.116    |
+| loss_q1    | 0.0166   |
+| loss_q2    | 0.00318  |
+| loss_q3    | 0.000306 |
+| mse        | 0.0296   |
+| mse_q0     | 0.0982   |
+| mse_q1     | 0.0164   |
+| mse_q2     | 0.00315  |
+| mse_q3     | 0.000303 |
+| param_norm | 218      |
+| samples    | 1.22e+06 |
+| step       | 7.6e+04  |
+| vb         | 0.00462  |
+| vb_q0      | 0.0183   |
+| vb_q1      | 0.000122 |
+| vb_q2      | 2.8e-05  |
+| vb_q3      | 3.73e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0529   |
+| loss       | 0.0316   |
+| loss_q0    | 0.107    |
+| loss_q1    | 0.0164   |
+| loss_q2    | 0.00313  |
+| loss_q3    | 0.000315 |
+| mse        | 0.0285   |
+| mse_q0     | 0.0946   |
+| mse_q1     | 0.0163   |
+| mse_q2     | 0.00311  |
+| mse_q3     | 0.000311 |
+| param_norm | 218      |
+| samples    | 1.23e+06 |
+| step       | 7.7e+04  |
+| vb         | 0.00309  |
+| vb_q0      | 0.0122   |
+| vb_q1      | 0.00012  |
+| vb_q2      | 2.77e-05 |
+| vb_q3      | 3.82e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0518   |
+| loss       | 0.0333   |
+| loss_q0    | 0.117    |
+| loss_q1    | 0.0163   |
+| loss_q2    | 0.00321  |
+| loss_q3    | 0.000305 |
+| mse        | 0.0287   |
+| mse_q0     | 0.098    |
+| mse_q1     | 0.0162   |
+| mse_q2     | 0.00319  |
+| mse_q3     | 0.000301 |
+| param_norm | 219      |
+| samples    | 1.25e+06 |
+| step       | 7.8e+04  |
+| vb         | 0.00466  |
+| vb_q0      | 0.0191   |
+| vb_q1      | 0.00012  |
+| vb_q2      | 2.83e-05 |
+| vb_q3      | 3.71e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0557   |
+| loss       | 0.0322   |
+| loss_q0    | 0.11     |
+| loss_q1    | 0.0166   |
+| loss_q2    | 0.00322  |
+| loss_q3    | 0.000315 |
+| mse        | 0.0285   |
+| mse_q0     | 0.0949   |
+| mse_q1     | 0.0165   |
+| mse_q2     | 0.00319  |
+| mse_q3     | 0.000312 |
+| param_norm | 219      |
+| samples    | 1.26e+06 |
+| step       | 7.9e+04  |
+| vb         | 0.00366  |
+| vb_q0      | 0.0146   |
+| vb_q1      | 0.000122 |
+| vb_q2      | 2.83e-05 |
+| vb_q3      | 3.83e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0526   |
+| loss       | 0.031    |
+| loss_q0    | 0.107    |
+| loss_q1    | 0.0165   |
+| loss_q2    | 0.00321  |
+| loss_q3    | 0.000306 |
+| mse        | 0.0276   |
+| mse_q0     | 0.0935   |
+| mse_q1     | 0.0164   |
+| mse_q2     | 0.00319  |
+| mse_q3     | 0.000303 |
+| param_norm | 220      |
+| samples    | 1.28e+06 |
+| step       | 8e+04    |
+| vb         | 0.00343  |
+| vb_q0      | 0.014    |
+| vb_q1      | 0.000121 |
+| vb_q2      | 2.83e-05 |
+| vb_q3      | 3.73e-06 |
+-------------------------
+saving model 0...
+saving model 0.995...
+evaluation indistro starting...
+done 96 samples: bpd=3.589547634124756
+done 192 samples: bpd=3.518894910812378
+done 288 samples: bpd=3.5158642133076987
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model80000_indistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model80000_indistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model80000_indistro_terms.npz
+evaluation nll complete
+evaluation outdistro starting...
+done 192 samples: bpd=3.783998489379883
+saving vb terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/vb_model80000_outdistro_terms.npz
+saving mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model80000_outdistro_terms.npz
+saving xstart_mse terms to /scratch/gigi/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/xstart_mse_model80000_outdistro_terms.npz
+evaluation nll complete
+sampling starting...
+-------------------------
+| grad_norm  | 0.0541   |
+| loss       | 0.0329   |
+| loss_q0    | 0.111    |
+| loss_q1    | 0.0166   |
+| loss_q2    | 0.00321  |
+| loss_q3    | 0.000311 |
+| mse        | 0.0292   |
+| mse_q0     | 0.0963   |
+| mse_q1     | 0.0165   |
+| mse_q2     | 0.00318  |
+| mse_q3     | 0.000308 |
+| param_norm | 221      |
+| samples    | 1.3e+06  |
+| step       | 8.1e+04  |
+| vb         | 0.00363  |
+| vb_q0      | 0.0143   |
+| vb_q1      | 0.000122 |
+| vb_q2      | 2.82e-05 |
+| vb_q3      | 3.79e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0519   |
+| loss       | 0.034    |
+| loss_q0    | 0.116    |
+| loss_q1    | 0.0167   |
+| loss_q2    | 0.0032   |
+| loss_q3    | 0.000307 |
+| mse        | 0.0295   |
+| mse_q0     | 0.0981   |
+| mse_q1     | 0.0166   |
+| mse_q2     | 0.00317  |
+| mse_q3     | 0.000303 |
+| param_norm | 221      |
+| samples    | 1.31e+06 |
+| step       | 8.2e+04  |
+| vb         | 0.0045   |
+| vb_q0      | 0.0179   |
+| vb_q1      | 0.000122 |
+| vb_q2      | 2.82e-05 |
+| vb_q3      | 3.73e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0539   |
+| loss       | 0.032    |
+| loss_q0    | 0.107    |
+| loss_q1    | 0.0165   |
+| loss_q2    | 0.00318  |
+| loss_q3    | 0.000305 |
+| mse        | 0.0288   |
+| mse_q0     | 0.0941   |
+| mse_q1     | 0.0164   |
+| mse_q2     | 0.00315  |
+| mse_q3     | 0.000301 |
+| param_norm | 222      |
+| samples    | 1.33e+06 |
+| step       | 8.3e+04  |
+| vb         | 0.00327  |
+| vb_q0      | 0.0127   |
+| vb_q1      | 0.000121 |
+| vb_q2      | 2.8e-05  |
+| vb_q3      | 3.71e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0548   |
+| loss       | 0.0326   |
+| loss_q0    | 0.111    |
+| loss_q1    | 0.0164   |
+| loss_q2    | 0.00321  |
+| loss_q3    | 0.000306 |
+| mse        | 0.0289   |
+| mse_q0     | 0.0961   |
+| mse_q1     | 0.0163   |
+| mse_q2     | 0.00318  |
+| mse_q3     | 0.000302 |
+| param_norm | 222      |
+| samples    | 1.34e+06 |
+| step       | 8.4e+04  |
+| vb         | 0.00375  |
+| vb_q0      | 0.0149   |
+| vb_q1      | 0.000121 |
+| vb_q2      | 2.82e-05 |
+| vb_q3      | 3.72e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0538   |
+| loss       | 0.033    |
+| loss_q0    | 0.112    |
+| loss_q1    | 0.0164   |
+| loss_q2    | 0.00319  |
+| loss_q3    | 0.000304 |
+| mse        | 0.0287   |
+| mse_q0     | 0.0949   |
+| mse_q1     | 0.0163   |
+| mse_q2     | 0.00317  |
+| mse_q3     | 0.0003   |
+| param_norm | 223      |
+| samples    | 1.36e+06 |
+| step       | 8.5e+04  |
+| vb         | 0.00431  |
+| vb_q0      | 0.0171   |
+| vb_q1      | 0.00012  |
+| vb_q2      | 2.81e-05 |
+| vb_q3      | 3.69e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0539   |
+| loss       | 0.0326   |
+| loss_q0    | 0.112    |
+| loss_q1    | 0.0162   |
+| loss_q2    | 0.00316  |
+| loss_q3    | 0.000305 |
+| mse        | 0.0285   |
+| mse_q0     | 0.0951   |
+| mse_q1     | 0.0161   |
+| mse_q2     | 0.00313  |
+| mse_q3     | 0.000301 |
+| param_norm | 223      |
+| samples    | 1.38e+06 |
+| step       | 8.6e+04  |
+| vb         | 0.00417  |
+| vb_q0      | 0.0167   |
+| vb_q1      | 0.000119 |
+| vb_q2      | 2.78e-05 |
+| vb_q3      | 3.7e-06  |
+-------------------------
+-------------------------
+| grad_norm  | 0.0528   |
+| loss       | 0.0334   |
+| loss_q0    | 0.112    |
+| loss_q1    | 0.0162   |
+| loss_q2    | 0.00315  |
+| loss_q3    | 0.000298 |
+| mse        | 0.0294   |
+| mse_q0     | 0.0967   |
+| mse_q1     | 0.0161   |
+| mse_q2     | 0.00312  |
+| mse_q3     | 0.000294 |
+| param_norm | 224      |
+| samples    | 1.39e+06 |
+| step       | 8.7e+04  |
+| vb         | 0.00398  |
+| vb_q0      | 0.0155   |
+| vb_q1      | 0.000119 |
+| vb_q2      | 2.78e-05 |
+| vb_q3      | 3.62e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0519   |
+| loss       | 0.0328   |
+| loss_q0    | 0.112    |
+| loss_q1    | 0.0163   |
+| loss_q2    | 0.00322  |
+| loss_q3    | 0.000293 |
+| mse        | 0.0285   |
+| mse_q0     | 0.095    |
+| mse_q1     | 0.0162   |
+| mse_q2     | 0.00319  |
+| mse_q3     | 0.00029  |
+| param_norm | 224      |
+| samples    | 1.41e+06 |
+| step       | 8.8e+04  |
+| vb         | 0.00427  |
+| vb_q0      | 0.017    |
+| vb_q1      | 0.00012  |
+| vb_q2      | 2.83e-05 |
+| vb_q3      | 3.58e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0527   |
+| loss       | 0.0333   |
+| loss_q0    | 0.113    |
+| loss_q1    | 0.0163   |
+| loss_q2    | 0.00317  |
+| loss_q3    | 0.000296 |
+| mse        | 0.0293   |
+| mse_q0     | 0.0969   |
+| mse_q1     | 0.0162   |
+| mse_q2     | 0.00315  |
+| mse_q3     | 0.000293 |
+| param_norm | 225      |
+| samples    | 1.42e+06 |
+| step       | 8.9e+04  |
+| vb         | 0.00403  |
+| vb_q0      | 0.0158   |
+| vb_q1      | 0.00012  |
+| vb_q2      | 2.79e-05 |
+| vb_q3      | 3.61e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0531   |
+| loss       | 0.0321   |
+| loss_q0    | 0.109    |
+| loss_q1    | 0.0163   |
+| loss_q2    | 0.00314  |
+| loss_q3    | 0.000301 |
+| mse        | 0.0281   |
+| mse_q0     | 0.0931   |
+| mse_q1     | 0.0162   |
+| mse_q2     | 0.00311  |
+| mse_q3     | 0.000297 |
+| param_norm | 225      |
+| samples    | 1.44e+06 |
+| step       | 9e+04    |
+| vb         | 0.00403  |
+| vb_q0      | 0.0161   |
+| vb_q1      | 0.00012  |
+| vb_q2      | 2.77e-05 |
+| vb_q3      | 3.65e-06 |
+-------------------------
+saving model 0...
+saving model 0.995...
diff --git a/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/model090000.pt b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/model090000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2e1d53ce23dba65c82fd1889b15eaf31ccf1b51c
--- /dev/null
+++ b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/model090000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 118795331
diff --git a/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model10000_indistro_terms.npz b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model10000_indistro_terms.npz
new file mode 100644
index 0000000000000000000000000000000000000000..5a2def0d5a99a039991371edc86560ea5c877d6d
--- /dev/null
+++ b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/mse_model10000_indistro_terms.npz
@@ -0,0 +1,3 @@
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+Logging to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-18-40-561340
+creating model and diffusion...
+creating data loader...
+training...
diff --git a/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-18-40-561340/progress.csv b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-18-40-561340/progress.csv
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+++ b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-19-24-361563/log.txt
@@ -0,0 +1,5 @@
+Logging to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-19-24-361563
+creating model and diffusion...
+creating data loader...
+training...
+loading model from checkpoint: /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/model090000.pt...
diff --git a/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-19-24-361563/progress.csv b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-19-24-361563/progress.csv
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+Logging to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-19-53-465345
+creating model and diffusion...
+creating data loader...
+training...
+loading model from checkpoint: /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/model090000.pt...
+loading optimizer state from checkpoint: /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/opt090000.pt
diff --git a/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-19-53-465345/progress.csv b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-19-53-465345/progress.csv
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+++ b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-20-16-759155/log.txt
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+Logging to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-20-16-759155
+creating model and diffusion...
+creating data loader...
+training...
+loading model from checkpoint: /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/model090000.pt...
+-------------------------
+| grad_norm  | 0.0487   |
+| loss       | 0.00848  |
+| loss_q0    | 0.0382   |
+| loss_q1    | 0.0232   |
+| loss_q2    | 0.00378  |
+| loss_q3    | 0.000506 |
+| mse        | 0.00841  |
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+| mse_q1     | 0.0231   |
+| mse_q2     | 0.00375  |
+| mse_q3     | 0.0005   |
+| param_norm | 226      |
+| samples    | 1.44e+06 |
+| step       | 9e+04    |
+| vb         | 6.89e-05 |
+| vb_q0      | 0.00031  |
+| vb_q1      | 0.000167 |
+| vb_q2      | 3.26e-05 |
+| vb_q3      | 5.91e-06 |
+-------------------------
diff --git a/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-20-16-759155/progress.csv b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-20-16-759155/progress.csv
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diff --git a/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-21-03-762021/log.txt b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-21-03-762021/log.txt
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+++ b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-21-03-762021/log.txt
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+Logging to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-21-03-762021
+creating model and diffusion...
+creating data loader...
+training...
+loading model from checkpoint: /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/model090000.pt...
+-------------------------
+| grad_norm  | 0.0487   |
+| loss       | 0.00848  |
+| loss_q0    | 0.0382   |
+| loss_q1    | 0.0232   |
+| loss_q2    | 0.00378  |
+| loss_q3    | 0.000506 |
+| mse        | 0.00841  |
+| mse_q0     | 0.0379   |
+| mse_q1     | 0.0231   |
+| mse_q2     | 0.00375  |
+| mse_q3     | 0.0005   |
+| param_norm | 226      |
+| samples    | 1.44e+06 |
+| step       | 9e+04    |
+| vb         | 6.89e-05 |
+| vb_q0      | 0.00031  |
+| vb_q1      | 0.000167 |
+| vb_q2      | 3.26e-05 |
+| vb_q3      | 5.91e-06 |
+-------------------------
diff --git a/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-21-03-762021/progress.csv b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-21-03-762021/progress.csv
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+size 118795331
diff --git a/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/log.txt b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..40cd74e37e39927e71cde43b0dcc5547b5b5e04e
--- /dev/null
+++ b/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/log.txt
@@ -0,0 +1,1348 @@
+Logging to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151
+creating model and diffusion...
+creating data loader...
+training...
+loading model from checkpoint: /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-02-23-04-976947/model090000.pt...
+-------------------------
+| grad_norm  | 0.0487   |
+| loss       | 0.00848  |
+| loss_q0    | 0.0382   |
+| loss_q1    | 0.0232   |
+| loss_q2    | 0.00378  |
+| loss_q3    | 0.000506 |
+| mse        | 0.00841  |
+| mse_q0     | 0.0379   |
+| mse_q1     | 0.0231   |
+| mse_q2     | 0.00375  |
+| mse_q3     | 0.0005   |
+| param_norm | 226      |
+| samples    | 1.44e+06 |
+| step       | 9e+04    |
+| vb         | 6.89e-05 |
+| vb_q0      | 0.00031  |
+| vb_q1      | 0.000167 |
+| vb_q2      | 3.26e-05 |
+| vb_q3      | 5.91e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0522   |
+| loss       | 0.0337   |
+| loss_q0    | 0.112    |
+| loss_q1    | 0.016    |
+| loss_q2    | 0.00317  |
+| loss_q3    | 0.000282 |
+| mse        | 0.0296   |
+| mse_q0     | 0.0961   |
+| mse_q1     | 0.0159   |
+| mse_q2     | 0.00314  |
+| mse_q3     | 0.000278 |
+| param_norm | 226      |
+| samples    | 1.46e+06 |
+| step       | 9.1e+04  |
+| vb         | 0.00411  |
+| vb_q0      | 0.0158   |
+| vb_q1      | 0.000117 |
+| vb_q2      | 2.78e-05 |
+| vb_q3      | 3.41e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0536   |
+| loss       | 0.0311   |
+| loss_q0    | 0.104    |
+| loss_q1    | 0.016    |
+| loss_q2    | 0.00315  |
+| loss_q3    | 0.000274 |
+| mse        | 0.0281   |
+| mse_q0     | 0.0927   |
+| mse_q1     | 0.0159   |
+| mse_q2     | 0.00312  |
+| mse_q3     | 0.000271 |
+| param_norm | 227      |
+| samples    | 1.47e+06 |
+| step       | 9.2e+04  |
+| vb         | 0.00297  |
+| vb_q0      | 0.0116   |
+| vb_q1      | 0.000117 |
+| vb_q2      | 2.77e-05 |
+| vb_q3      | 3.31e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0495   |
+| loss       | 0.0313   |
+| loss_q0    | 0.105    |
+| loss_q1    | 0.016    |
+| loss_q2    | 0.00316  |
+| loss_q3    | 0.000269 |
+| mse        | 0.028    |
+| mse_q0     | 0.0922   |
+| mse_q1     | 0.0159   |
+| mse_q2     | 0.00313  |
+| mse_q3     | 0.000266 |
+| param_norm | 227      |
+| samples    | 1.49e+06 |
+| step       | 9.3e+04  |
+| vb         | 0.00329  |
+| vb_q0      | 0.0129   |
+| vb_q1      | 0.000117 |
+| vb_q2      | 2.78e-05 |
+| vb_q3      | 3.26e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0527   |
+| loss       | 0.0319   |
+| loss_q0    | 0.107    |
+| loss_q1    | 0.016    |
+| loss_q2    | 0.00306  |
+| loss_q3    | 0.000281 |
+| mse        | 0.0277   |
+| mse_q0     | 0.091    |
+| mse_q1     | 0.0159   |
+| mse_q2     | 0.00303  |
+| mse_q3     | 0.000277 |
+| param_norm | 228      |
+| samples    | 1.5e+06  |
+| step       | 9.4e+04  |
+| vb         | 0.00418  |
+| vb_q0      | 0.0165   |
+| vb_q1      | 0.000118 |
+| vb_q2      | 2.7e-05  |
+| vb_q3      | 3.4e-06  |
+-------------------------
+-------------------------
+| grad_norm  | 0.0511   |
+| loss       | 0.0313   |
+| loss_q0    | 0.105    |
+| loss_q1    | 0.016    |
+| loss_q2    | 0.00305  |
+| loss_q3    | 0.000266 |
+| mse        | 0.0279   |
+| mse_q0     | 0.0913   |
+| mse_q1     | 0.0159   |
+| mse_q2     | 0.00302  |
+| mse_q3     | 0.000263 |
+| param_norm | 228      |
+| samples    | 1.52e+06 |
+| step       | 9.5e+04  |
+| vb         | 0.00342  |
+| vb_q0      | 0.0133   |
+| vb_q1      | 0.000117 |
+| vb_q2      | 2.69e-05 |
+| vb_q3      | 3.22e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0487   |
+| loss       | 0.03     |
+| loss_q0    | 0.103    |
+| loss_q1    | 0.0159   |
+| loss_q2    | 0.00312  |
+| loss_q3    | 0.000266 |
+| mse        | 0.0271   |
+| mse_q0     | 0.0907   |
+| mse_q1     | 0.0158   |
+| mse_q2     | 0.00309  |
+| mse_q3     | 0.000262 |
+| param_norm | 229      |
+| samples    | 1.54e+06 |
+| step       | 9.6e+04  |
+| vb         | 0.00293  |
+| vb_q0      | 0.0118   |
+| vb_q1      | 0.000117 |
+| vb_q2      | 2.74e-05 |
+| vb_q3      | 3.21e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0499   |
+| loss       | 0.0319   |
+| loss_q0    | 0.109    |
+| loss_q1    | 0.016    |
+| loss_q2    | 0.00307  |
+| loss_q3    | 0.000267 |
+| mse        | 0.0279   |
+| mse_q0     | 0.093    |
+| mse_q1     | 0.0159   |
+| mse_q2     | 0.00304  |
+| mse_q3     | 0.000263 |
+| param_norm | 229      |
+| samples    | 1.55e+06 |
+| step       | 9.7e+04  |
+| vb         | 0.004    |
+| vb_q0      | 0.0159   |
+| vb_q1      | 0.000117 |
+| vb_q2      | 2.7e-05  |
+| vb_q3      | 3.22e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0504   |
+| loss       | 0.0309   |
+| loss_q0    | 0.104    |
+| loss_q1    | 0.0159   |
+| loss_q2    | 0.00309  |
+| loss_q3    | 0.000267 |
+| mse        | 0.0279   |
+| mse_q0     | 0.0923   |
+| mse_q1     | 0.0158   |
+| mse_q2     | 0.00306  |
+| mse_q3     | 0.000264 |
+| param_norm | 230      |
+| samples    | 1.57e+06 |
+| step       | 9.8e+04  |
+| vb         | 0.00296  |
+| vb_q0      | 0.0116   |
+| vb_q1      | 0.000117 |
+| vb_q2      | 2.72e-05 |
+| vb_q3      | 3.23e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0492   |
+| loss       | 0.0317   |
+| loss_q0    | 0.108    |
+| loss_q1    | 0.016    |
+| loss_q2    | 0.00312  |
+| loss_q3    | 0.000264 |
+| mse        | 0.0279   |
+| mse_q0     | 0.093    |
+| mse_q1     | 0.0159   |
+| mse_q2     | 0.0031   |
+| mse_q3     | 0.000261 |
+| param_norm | 231      |
+| samples    | 1.58e+06 |
+| step       | 9.9e+04  |
+| vb         | 0.00373  |
+| vb_q0      | 0.0148   |
+| vb_q1      | 0.000118 |
+| vb_q2      | 2.74e-05 |
+| vb_q3      | 3.19e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0533   |
+| loss       | 0.0314   |
+| loss_q0    | 0.108    |
+| loss_q1    | 0.0159   |
+| loss_q2    | 0.00314  |
+| loss_q3    | 0.000284 |
+| mse        | 0.0277   |
+| mse_q0     | 0.0926   |
+| mse_q1     | 0.0158   |
+| mse_q2     | 0.00311  |
+| mse_q3     | 0.000281 |
+| param_norm | 231      |
+| samples    | 1.6e+06  |
+| step       | 1e+05    |
+| vb         | 0.00374  |
+| vb_q0      | 0.015    |
+| vb_q1      | 0.000117 |
+| vb_q2      | 2.76e-05 |
+| vb_q3      | 3.43e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0489   |
+| loss       | 0.0314   |
+| loss_q0    | 0.109    |
+| loss_q1    | 0.0158   |
+| loss_q2    | 0.00313  |
+| loss_q3    | 0.000269 |
+| mse        | 0.0274   |
+| mse_q0     | 0.0929   |
+| mse_q1     | 0.0157   |
+| mse_q2     | 0.0031   |
+| mse_q3     | 0.000266 |
+| param_norm | 232      |
+| samples    | 1.62e+06 |
+| step       | 1.01e+05 |
+| vb         | 0.00393  |
+| vb_q0      | 0.0159   |
+| vb_q1      | 0.000116 |
+| vb_q2      | 2.75e-05 |
+| vb_q3      | 3.24e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0483   |
+| loss       | 0.0309   |
+| loss_q0    | 0.105    |
+| loss_q1    | 0.0157   |
+| loss_q2    | 0.00311  |
+| loss_q3    | 0.000263 |
+| mse        | 0.0273   |
+| mse_q0     | 0.091    |
+| mse_q1     | 0.0156   |
+| mse_q2     | 0.00308  |
+| mse_q3     | 0.00026  |
+| param_norm | 232      |
+| samples    | 1.63e+06 |
+| step       | 1.02e+05 |
+| vb         | 0.00358  |
+| vb_q0      | 0.0143   |
+| vb_q1      | 0.000116 |
+| vb_q2      | 2.73e-05 |
+| vb_q3      | 3.18e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0504   |
+| loss       | 0.0322   |
+| loss_q0    | 0.109    |
+| loss_q1    | 0.0159   |
+| loss_q2    | 0.00309  |
+| loss_q3    | 0.000267 |
+| mse        | 0.0281   |
+| mse_q0     | 0.0931   |
+| mse_q1     | 0.0158   |
+| mse_q2     | 0.00306  |
+| mse_q3     | 0.000263 |
+| param_norm | 233      |
+| samples    | 1.65e+06 |
+| step       | 1.03e+05 |
+| vb         | 0.00405  |
+| vb_q0      | 0.016    |
+| vb_q1      | 0.000117 |
+| vb_q2      | 2.72e-05 |
+| vb_q3      | 3.23e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0497   |
+| loss       | 0.0309   |
+| loss_q0    | 0.102    |
+| loss_q1    | 0.0157   |
+| loss_q2    | 0.0031   |
+| loss_q3    | 0.000264 |
+| mse        | 0.028    |
+| mse_q0     | 0.0909   |
+| mse_q1     | 0.0156   |
+| mse_q2     | 0.00307  |
+| mse_q3     | 0.00026  |
+| param_norm | 234      |
+| samples    | 1.66e+06 |
+| step       | 1.04e+05 |
+| vb         | 0.00291  |
+| vb_q0      | 0.0112   |
+| vb_q1      | 0.000115 |
+| vb_q2      | 2.72e-05 |
+| vb_q3      | 3.18e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0521   |
+| loss       | 0.0308   |
+| loss_q0    | 0.104    |
+| loss_q1    | 0.016    |
+| loss_q2    | 0.0031   |
+| loss_q3    | 0.000271 |
+| mse        | 0.0277   |
+| mse_q0     | 0.0917   |
+| mse_q1     | 0.0159   |
+| mse_q2     | 0.00308  |
+| mse_q3     | 0.000267 |
+| param_norm | 234      |
+| samples    | 1.68e+06 |
+| step       | 1.05e+05 |
+| vb         | 0.00308  |
+| vb_q0      | 0.0122   |
+| vb_q1      | 0.000117 |
+| vb_q2      | 2.73e-05 |
+| vb_q3      | 3.27e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.048    |
+| loss       | 0.0325   |
+| loss_q0    | 0.109    |
+| loss_q1    | 0.0159   |
+| loss_q2    | 0.00311  |
+| loss_q3    | 0.000266 |
+| mse        | 0.0285   |
+| mse_q0     | 0.0935   |
+| mse_q1     | 0.0158   |
+| mse_q2     | 0.00308  |
+| mse_q3     | 0.000263 |
+| param_norm | 235      |
+| samples    | 1.7e+06  |
+| step       | 1.06e+05 |
+| vb         | 0.00402  |
+| vb_q0      | 0.0157   |
+| vb_q1      | 0.000117 |
+| vb_q2      | 2.74e-05 |
+| vb_q3      | 3.21e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0479   |
+| loss       | 0.0313   |
+| loss_q0    | 0.107    |
+| loss_q1    | 0.0158   |
+| loss_q2    | 0.00312  |
+| loss_q3    | 0.000261 |
+| mse        | 0.0278   |
+| mse_q0     | 0.0929   |
+| mse_q1     | 0.0157   |
+| mse_q2     | 0.00309  |
+| mse_q3     | 0.000258 |
+| param_norm | 235      |
+| samples    | 1.71e+06 |
+| step       | 1.07e+05 |
+| vb         | 0.00354  |
+| vb_q0      | 0.0142   |
+| vb_q1      | 0.000116 |
+| vb_q2      | 2.74e-05 |
+| vb_q3      | 3.15e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0479   |
+| loss       | 0.0314   |
+| loss_q0    | 0.103    |
+| loss_q1    | 0.0158   |
+| loss_q2    | 0.00305  |
+| loss_q3    | 0.000263 |
+| mse        | 0.028    |
+| mse_q0     | 0.0904   |
+| mse_q1     | 0.0157   |
+| mse_q2     | 0.00302  |
+| mse_q3     | 0.00026  |
+| param_norm | 236      |
+| samples    | 1.73e+06 |
+| step       | 1.08e+05 |
+| vb         | 0.00341  |
+| vb_q0      | 0.0131   |
+| vb_q1      | 0.000116 |
+| vb_q2      | 2.69e-05 |
+| vb_q3      | 3.18e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0508   |
+| loss       | 0.0309   |
+| loss_q0    | 0.101    |
+| loss_q1    | 0.0156   |
+| loss_q2    | 0.0031   |
+| loss_q3    | 0.000263 |
+| mse        | 0.0277   |
+| mse_q0     | 0.0892   |
+| mse_q1     | 0.0155   |
+| mse_q2     | 0.00307  |
+| mse_q3     | 0.00026  |
+| param_norm | 236      |
+| samples    | 1.74e+06 |
+| step       | 1.09e+05 |
+| vb         | 0.00312  |
+| vb_q0      | 0.0119   |
+| vb_q1      | 0.000115 |
+| vb_q2      | 2.73e-05 |
+| vb_q3      | 3.18e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0504   |
+| loss       | 0.0322   |
+| loss_q0    | 0.109    |
+| loss_q1    | 0.0155   |
+| loss_q2    | 0.00305  |
+| loss_q3    | 0.000268 |
+| mse        | 0.0284   |
+| mse_q0     | 0.0944   |
+| mse_q1     | 0.0154   |
+| mse_q2     | 0.00302  |
+| mse_q3     | 0.000264 |
+| param_norm | 237      |
+| samples    | 1.76e+06 |
+| step       | 1.1e+05  |
+| vb         | 0.00379  |
+| vb_q0      | 0.0149   |
+| vb_q1      | 0.000114 |
+| vb_q2      | 2.69e-05 |
+| vb_q3      | 3.23e-06 |
+-------------------------
+saving model 0...
+saving model 0.9999...
+evaluation indistro starting...
+done 96 samples: bpd=3.594846487045288
+done 192 samples: bpd=3.587835669517517
+done 288 samples: bpd=3.5667498111724854
+saving vb terms to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/vb_model20000_indistro_terms.npz
+saving mse terms to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/mse_model20000_indistro_terms.npz
+saving xstart_mse terms to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/xstart_mse_model20000_indistro_terms.npz
+evaluation nll complete
+evaluation outdistro starting...
+done 192 samples: bpd=3.6595523357391357
+saving vb terms to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/vb_model20000_outdistro_terms.npz
+saving mse terms to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/mse_model20000_outdistro_terms.npz
+saving xstart_mse terms to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/xstart_mse_model20000_outdistro_terms.npz
+evaluation nll complete
+sampling starting...
+created 16 samples
+created 32 samples
+created 48 samples
+created 64 samples
+created 80 samples
+created 96 samples
+created 112 samples
+created 128 samples
+created 144 samples
+created 160 samples
+created 176 samples
+created 192 samples
+created 208 samples
+Calculating FID...
+FID (indistro): 171.7889
+Logging images to wandb...
+Logged 16 images to wandb
+saving to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/samples_conditional_200x32x32x3_model20000_indistro.npz
+visualization
+sampling complete
+sampling starting...
+created 32 samples
+created 64 samples
+created 96 samples
+created 128 samples
+created 160 samples
+created 192 samples
+created 224 samples
+Calculating FID...
+FID (outdistro): 188.0860
+Logging images to wandb...
+Logged 16 images to wandb
+saving to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/samples_conditional_200x32x32x3_model20000_outdistro.npz
+visualization
+sampling complete
+-------------------------
+| grad_norm  | 0.0483   |
+| loss       | 0.0316   |
+| loss_q0    | 0.107    |
+| loss_q1    | 0.0157   |
+| loss_q2    | 0.0031   |
+| loss_q3    | 0.000258 |
+| mse        | 0.0278   |
+| mse_q0     | 0.092    |
+| mse_q1     | 0.0156   |
+| mse_q2     | 0.00307  |
+| mse_q3     | 0.000255 |
+| param_norm | 238      |
+| samples    | 1.78e+06 |
+| step       | 1.11e+05 |
+| vb         | 0.0038   |
+| vb_q0      | 0.015    |
+| vb_q1      | 0.000115 |
+| vb_q2      | 2.72e-05 |
+| vb_q3      | 3.12e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0482   |
+| loss       | 0.0302   |
+| loss_q0    | 0.104    |
+| loss_q1    | 0.0157   |
+| loss_q2    | 0.00304  |
+| loss_q3    | 0.000262 |
+| mse        | 0.0268   |
+| mse_q0     | 0.0905   |
+| mse_q1     | 0.0156   |
+| mse_q2     | 0.00302  |
+| mse_q3     | 0.000259 |
+| param_norm | 238      |
+| samples    | 1.79e+06 |
+| step       | 1.12e+05 |
+| vb         | 0.00344  |
+| vb_q0      | 0.014    |
+| vb_q1      | 0.000116 |
+| vb_q2      | 2.68e-05 |
+| vb_q3      | 3.16e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0504   |
+| loss       | 0.0304   |
+| loss_q0    | 0.102    |
+| loss_q1    | 0.0156   |
+| loss_q2    | 0.00301  |
+| loss_q3    | 0.000262 |
+| mse        | 0.0271   |
+| mse_q0     | 0.0893   |
+| mse_q1     | 0.0155   |
+| mse_q2     | 0.00299  |
+| mse_q3     | 0.000258 |
+| param_norm | 239      |
+| samples    | 1.81e+06 |
+| step       | 1.13e+05 |
+| vb         | 0.00328  |
+| vb_q0      | 0.0129   |
+| vb_q1      | 0.000114 |
+| vb_q2      | 2.66e-05 |
+| vb_q3      | 3.17e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.047    |
+| loss       | 0.0306   |
+| loss_q0    | 0.106    |
+| loss_q1    | 0.0154   |
+| loss_q2    | 0.00302  |
+| loss_q3    | 0.000257 |
+| mse        | 0.0267   |
+| mse_q0     | 0.0903   |
+| mse_q1     | 0.0153   |
+| mse_q2     | 0.003    |
+| mse_q3     | 0.000254 |
+| param_norm | 239      |
+| samples    | 1.82e+06 |
+| step       | 1.14e+05 |
+| vb         | 0.00395  |
+| vb_q0      | 0.016    |
+| vb_q1      | 0.000113 |
+| vb_q2      | 2.67e-05 |
+| vb_q3      | 3.1e-06  |
+-------------------------
+-------------------------
+| grad_norm  | 0.0486   |
+| loss       | 0.0307   |
+| loss_q0    | 0.102    |
+| loss_q1    | 0.0154   |
+| loss_q2    | 0.00306  |
+| loss_q3    | 0.00026  |
+| mse        | 0.0274   |
+| mse_q0     | 0.0894   |
+| mse_q1     | 0.0153   |
+| mse_q2     | 0.00303  |
+| mse_q3     | 0.000257 |
+| param_norm | 240      |
+| samples    | 1.84e+06 |
+| step       | 1.15e+05 |
+| vb         | 0.00324  |
+| vb_q0      | 0.0125   |
+| vb_q1      | 0.000113 |
+| vb_q2      | 2.69e-05 |
+| vb_q3      | 3.14e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0476   |
+| loss       | 0.03     |
+| loss_q0    | 0.101    |
+| loss_q1    | 0.0156   |
+| loss_q2    | 0.00307  |
+| loss_q3    | 0.000259 |
+| mse        | 0.0272   |
+| mse_q0     | 0.0899   |
+| mse_q1     | 0.0155   |
+| mse_q2     | 0.00304  |
+| mse_q3     | 0.000256 |
+| param_norm | 241      |
+| samples    | 1.86e+06 |
+| step       | 1.16e+05 |
+| vb         | 0.00281  |
+| vb_q0      | 0.0111   |
+| vb_q1      | 0.000114 |
+| vb_q2      | 2.7e-05  |
+| vb_q3      | 3.13e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0466   |
+| loss       | 0.0291   |
+| loss_q0    | 0.0999   |
+| loss_q1    | 0.0156   |
+| loss_q2    | 0.00303  |
+| loss_q3    | 0.000255 |
+| mse        | 0.0268   |
+| mse_q0     | 0.0905   |
+| mse_q1     | 0.0155   |
+| mse_q2     | 0.003    |
+| mse_q3     | 0.000252 |
+| param_norm | 241      |
+| samples    | 1.87e+06 |
+| step       | 1.17e+05 |
+| vb         | 0.00233  |
+| vb_q0      | 0.0094   |
+| vb_q1      | 0.000115 |
+| vb_q2      | 2.67e-05 |
+| vb_q3      | 3.08e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0476   |
+| loss       | 0.0302   |
+| loss_q0    | 0.101    |
+| loss_q1    | 0.0154   |
+| loss_q2    | 0.00309  |
+| loss_q3    | 0.000264 |
+| mse        | 0.0271   |
+| mse_q0     | 0.0888   |
+| mse_q1     | 0.0153   |
+| mse_q2     | 0.00306  |
+| mse_q3     | 0.000261 |
+| param_norm | 242      |
+| samples    | 1.89e+06 |
+| step       | 1.18e+05 |
+| vb         | 0.0031   |
+| vb_q0      | 0.0121   |
+| vb_q1      | 0.000113 |
+| vb_q2      | 2.71e-05 |
+| vb_q3      | 3.18e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0464   |
+| loss       | 0.0304   |
+| loss_q0    | 0.104    |
+| loss_q1    | 0.0153   |
+| loss_q2    | 0.00309  |
+| loss_q3    | 0.000258 |
+| mse        | 0.0273   |
+| mse_q0     | 0.0915   |
+| mse_q1     | 0.0152   |
+| mse_q2     | 0.00306  |
+| mse_q3     | 0.000255 |
+| param_norm | 242      |
+| samples    | 1.9e+06  |
+| step       | 1.19e+05 |
+| vb         | 0.00319  |
+| vb_q0      | 0.0128   |
+| vb_q1      | 0.000113 |
+| vb_q2      | 2.71e-05 |
+| vb_q3      | 3.11e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0477   |
+| loss       | 0.0314   |
+| loss_q0    | 0.109    |
+| loss_q1    | 0.0154   |
+| loss_q2    | 0.00307  |
+| loss_q3    | 0.000257 |
+| mse        | 0.0273   |
+| mse_q0     | 0.092    |
+| mse_q1     | 0.0153   |
+| mse_q2     | 0.00304  |
+| mse_q3     | 0.000254 |
+| param_norm | 243      |
+| samples    | 1.92e+06 |
+| step       | 1.2e+05  |
+| vb         | 0.00414  |
+| vb_q0      | 0.0167   |
+| vb_q1      | 0.000113 |
+| vb_q2      | 2.7e-05  |
+| vb_q3      | 3.1e-06  |
+-------------------------
+-------------------------
+| grad_norm  | 0.0481   |
+| loss       | 0.0318   |
+| loss_q0    | 0.108    |
+| loss_q1    | 0.0156   |
+| loss_q2    | 0.003    |
+| loss_q3    | 0.000253 |
+| mse        | 0.028    |
+| mse_q0     | 0.0926   |
+| mse_q1     | 0.0155   |
+| mse_q2     | 0.00297  |
+| mse_q3     | 0.00025  |
+| param_norm | 243      |
+| samples    | 1.94e+06 |
+| step       | 1.21e+05 |
+| vb         | 0.00382  |
+| vb_q0      | 0.015    |
+| vb_q1      | 0.000115 |
+| vb_q2      | 2.64e-05 |
+| vb_q3      | 3.06e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0493   |
+| loss       | 0.0292   |
+| loss_q0    | 0.0985   |
+| loss_q1    | 0.0152   |
+| loss_q2    | 0.00304  |
+| loss_q3    | 0.000259 |
+| mse        | 0.0267   |
+| mse_q0     | 0.0888   |
+| mse_q1     | 0.0151   |
+| mse_q2     | 0.00301  |
+| mse_q3     | 0.000256 |
+| param_norm | 244      |
+| samples    | 1.95e+06 |
+| step       | 1.22e+05 |
+| vb         | 0.00245  |
+| vb_q0      | 0.00967  |
+| vb_q1      | 0.000111 |
+| vb_q2      | 2.68e-05 |
+| vb_q3      | 3.12e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0463   |
+| loss       | 0.0301   |
+| loss_q0    | 0.104    |
+| loss_q1    | 0.0154   |
+| loss_q2    | 0.00302  |
+| loss_q3    | 0.000247 |
+| mse        | 0.027    |
+| mse_q0     | 0.0912   |
+| mse_q1     | 0.0153   |
+| mse_q2     | 0.00299  |
+| mse_q3     | 0.000244 |
+| param_norm | 245      |
+| samples    | 1.97e+06 |
+| step       | 1.23e+05 |
+| vb         | 0.00313  |
+| vb_q0      | 0.0127   |
+| vb_q1      | 0.000113 |
+| vb_q2      | 2.66e-05 |
+| vb_q3      | 2.99e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0472   |
+| loss       | 0.032    |
+| loss_q0    | 0.108    |
+| loss_q1    | 0.0154   |
+| loss_q2    | 0.00306  |
+| loss_q3    | 0.000255 |
+| mse        | 0.0277   |
+| mse_q0     | 0.0914   |
+| mse_q1     | 0.0153   |
+| mse_q2     | 0.00303  |
+| mse_q3     | 0.000252 |
+| param_norm | 245      |
+| samples    | 1.98e+06 |
+| step       | 1.24e+05 |
+| vb         | 0.00429  |
+| vb_q0      | 0.0169   |
+| vb_q1      | 0.000113 |
+| vb_q2      | 2.69e-05 |
+| vb_q3      | 3.08e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0467   |
+| loss       | 0.0313   |
+| loss_q0    | 0.104    |
+| loss_q1    | 0.0153   |
+| loss_q2    | 0.003    |
+| loss_q3    | 0.000247 |
+| mse        | 0.0275   |
+| mse_q0     | 0.0899   |
+| mse_q1     | 0.0151   |
+| mse_q2     | 0.00298  |
+| mse_q3     | 0.000244 |
+| param_norm | 246      |
+| samples    | 2e+06    |
+| step       | 1.25e+05 |
+| vb         | 0.00371  |
+| vb_q0      | 0.0144   |
+| vb_q1      | 0.000112 |
+| vb_q2      | 2.64e-05 |
+| vb_q3      | 2.99e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0478   |
+| loss       | 0.0317   |
+| loss_q0    | 0.107    |
+| loss_q1    | 0.0153   |
+| loss_q2    | 0.00305  |
+| loss_q3    | 0.000255 |
+| mse        | 0.0279   |
+| mse_q0     | 0.0921   |
+| mse_q1     | 0.0152   |
+| mse_q2     | 0.00302  |
+| mse_q3     | 0.000251 |
+| param_norm | 246      |
+| samples    | 2.02e+06 |
+| step       | 1.26e+05 |
+| vb         | 0.00382  |
+| vb_q0      | 0.0149   |
+| vb_q1      | 0.000112 |
+| vb_q2      | 2.68e-05 |
+| vb_q3      | 3.07e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0459   |
+| loss       | 0.0294   |
+| loss_q0    | 0.103    |
+| loss_q1    | 0.0153   |
+| loss_q2    | 0.00307  |
+| loss_q3    | 0.000252 |
+| mse        | 0.0263   |
+| mse_q0     | 0.0896   |
+| mse_q1     | 0.0152   |
+| mse_q2     | 0.00305  |
+| mse_q3     | 0.000249 |
+| param_norm | 247      |
+| samples    | 2.03e+06 |
+| step       | 1.27e+05 |
+| vb         | 0.00318  |
+| vb_q0      | 0.013    |
+| vb_q1      | 0.000112 |
+| vb_q2      | 2.7e-05  |
+| vb_q3      | 3.04e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0479   |
+| loss       | 0.0315   |
+| loss_q0    | 0.107    |
+| loss_q1    | 0.0151   |
+| loss_q2    | 0.00309  |
+| loss_q3    | 0.000257 |
+| mse        | 0.0276   |
+| mse_q0     | 0.0916   |
+| mse_q1     | 0.015    |
+| mse_q2     | 0.00306  |
+| mse_q3     | 0.000254 |
+| param_norm | 247      |
+| samples    | 2.05e+06 |
+| step       | 1.28e+05 |
+| vb         | 0.00394  |
+| vb_q0      | 0.0156   |
+| vb_q1      | 0.000111 |
+| vb_q2      | 2.71e-05 |
+| vb_q3      | 3.1e-06  |
+-------------------------
+-------------------------
+| grad_norm  | 0.0467   |
+| loss       | 0.032    |
+| loss_q0    | 0.109    |
+| loss_q1    | 0.0152   |
+| loss_q2    | 0.00299  |
+| loss_q3    | 0.000252 |
+| mse        | 0.0274   |
+| mse_q0     | 0.0911   |
+| mse_q1     | 0.0151   |
+| mse_q2     | 0.00296  |
+| mse_q3     | 0.000249 |
+| param_norm | 248      |
+| samples    | 2.06e+06 |
+| step       | 1.29e+05 |
+| vb         | 0.0046   |
+| vb_q0      | 0.0182   |
+| vb_q1      | 0.000111 |
+| vb_q2      | 2.63e-05 |
+| vb_q3      | 3.05e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0468   |
+| loss       | 0.0309   |
+| loss_q0    | 0.105    |
+| loss_q1    | 0.0148   |
+| loss_q2    | 0.00305  |
+| loss_q3    | 0.000253 |
+| mse        | 0.0271   |
+| mse_q0     | 0.0898   |
+| mse_q1     | 0.0147   |
+| mse_q2     | 0.00303  |
+| mse_q3     | 0.00025  |
+| param_norm | 248      |
+| samples    | 2.08e+06 |
+| step       | 1.3e+05  |
+| vb         | 0.00375  |
+| vb_q0      | 0.0147   |
+| vb_q1      | 0.000109 |
+| vb_q2      | 2.69e-05 |
+| vb_q3      | 3.04e-06 |
+-------------------------
+saving model 0...
+saving model 0.9999...
+evaluation indistro starting...
+done 96 samples: bpd=3.423074722290039
+done 192 samples: bpd=3.497622489929199
+done 288 samples: bpd=3.5488692919413247
+saving vb terms to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/vb_model40000_indistro_terms.npz
+saving mse terms to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/mse_model40000_indistro_terms.npz
+saving xstart_mse terms to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/xstart_mse_model40000_indistro_terms.npz
+evaluation nll complete
+evaluation outdistro starting...
+done 192 samples: bpd=3.740490674972534
+saving vb terms to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/vb_model40000_outdistro_terms.npz
+saving mse terms to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/mse_model40000_outdistro_terms.npz
+saving xstart_mse terms to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/xstart_mse_model40000_outdistro_terms.npz
+evaluation nll complete
+sampling starting...
+created 16 samples
+created 32 samples
+created 48 samples
+created 64 samples
+created 80 samples
+created 96 samples
+created 112 samples
+created 128 samples
+created 144 samples
+created 160 samples
+created 176 samples
+created 192 samples
+created 208 samples
+Calculating FID...
+FID (indistro): 159.4769
+Logging images to wandb...
+Logged 16 images to wandb
+saving to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/samples_conditional_200x32x32x3_model40000_indistro.npz
+visualization
+sampling complete
+sampling starting...
+created 32 samples
+created 64 samples
+created 96 samples
+created 128 samples
+created 160 samples
+created 192 samples
+created 224 samples
+Calculating FID...
+FID (outdistro): 183.7050
+Logging images to wandb...
+Logged 16 images to wandb
+saving to /workspace/fsddpm/cifar100_vfsddpm_vit_film_mean_sigma_deterministic/run-2026-01-02-13-28-20-265151/samples_conditional_200x32x32x3_model40000_outdistro.npz
+visualization
+sampling complete
+-------------------------
+| grad_norm  | 0.0443   |
+| loss       | 0.0315   |
+| loss_q0    | 0.106    |
+| loss_q1    | 0.0151   |
+| loss_q2    | 0.00296  |
+| loss_q3    | 0.000246 |
+| mse        | 0.0279   |
+| mse_q0     | 0.0918   |
+| mse_q1     | 0.015    |
+| mse_q2     | 0.00294  |
+| mse_q3     | 0.000243 |
+| param_norm | 249      |
+| samples    | 2.1e+06  |
+| step       | 1.31e+05 |
+| vb         | 0.00363  |
+| vb_q0      | 0.0141   |
+| vb_q1      | 0.000111 |
+| vb_q2      | 2.61e-05 |
+| vb_q3      | 2.96e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0495   |
+| loss       | 0.0302   |
+| loss_q0    | 0.105    |
+| loss_q1    | 0.0151   |
+| loss_q2    | 0.00303  |
+| loss_q3    | 0.000257 |
+| mse        | 0.0263   |
+| mse_q0     | 0.0888   |
+| mse_q1     | 0.015    |
+| mse_q2     | 0.003    |
+| mse_q3     | 0.000254 |
+| param_norm | 250      |
+| samples    | 2.11e+06 |
+| step       | 1.32e+05 |
+| vb         | 0.00396  |
+| vb_q0      | 0.0161   |
+| vb_q1      | 0.000111 |
+| vb_q2      | 2.66e-05 |
+| vb_q3      | 3.09e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0468   |
+| loss       | 0.0303   |
+| loss_q0    | 0.102    |
+| loss_q1    | 0.0151   |
+| loss_q2    | 0.00307  |
+| loss_q3    | 0.000252 |
+| mse        | 0.027    |
+| mse_q0     | 0.0895   |
+| mse_q1     | 0.015    |
+| mse_q2     | 0.00304  |
+| mse_q3     | 0.000249 |
+| param_norm | 250      |
+| samples    | 2.13e+06 |
+| step       | 1.33e+05 |
+| vb         | 0.0033   |
+| vb_q0      | 0.013    |
+| vb_q1      | 0.000111 |
+| vb_q2      | 2.7e-05  |
+| vb_q3      | 3.04e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.048    |
+| loss       | 0.031    |
+| loss_q0    | 0.108    |
+| loss_q1    | 0.015    |
+| loss_q2    | 0.00297  |
+| loss_q3    | 0.000254 |
+| mse        | 0.0269   |
+| mse_q0     | 0.0911   |
+| mse_q1     | 0.0149   |
+| mse_q2     | 0.00294  |
+| mse_q3     | 0.000251 |
+| param_norm | 251      |
+| samples    | 2.14e+06 |
+| step       | 1.34e+05 |
+| vb         | 0.00411  |
+| vb_q0      | 0.0166   |
+| vb_q1      | 0.00011  |
+| vb_q2      | 2.62e-05 |
+| vb_q3      | 3.06e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0472   |
+| loss       | 0.0312   |
+| loss_q0    | 0.106    |
+| loss_q1    | 0.0152   |
+| loss_q2    | 0.00305  |
+| loss_q3    | 0.000255 |
+| mse        | 0.0276   |
+| mse_q0     | 0.0914   |
+| mse_q1     | 0.0151   |
+| mse_q2     | 0.00303  |
+| mse_q3     | 0.000252 |
+| param_norm | 251      |
+| samples    | 2.16e+06 |
+| step       | 1.35e+05 |
+| vb         | 0.0036   |
+| vb_q0      | 0.0141   |
+| vb_q1      | 0.000112 |
+| vb_q2      | 2.68e-05 |
+| vb_q3      | 3.08e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0456   |
+| loss       | 0.0305   |
+| loss_q0    | 0.103    |
+| loss_q1    | 0.015    |
+| loss_q2    | 0.00302  |
+| loss_q3    | 0.00025  |
+| mse        | 0.0275   |
+| mse_q0     | 0.091    |
+| mse_q1     | 0.0149   |
+| mse_q2     | 0.00299  |
+| mse_q3     | 0.000247 |
+| param_norm | 252      |
+| samples    | 2.18e+06 |
+| step       | 1.36e+05 |
+| vb         | 0.00299  |
+| vb_q0      | 0.0117   |
+| vb_q1      | 0.00011  |
+| vb_q2      | 2.65e-05 |
+| vb_q3      | 3.01e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0459   |
+| loss       | 0.0301   |
+| loss_q0    | 0.102    |
+| loss_q1    | 0.0151   |
+| loss_q2    | 0.003    |
+| loss_q3    | 0.000244 |
+| mse        | 0.0269   |
+| mse_q0     | 0.0897   |
+| mse_q1     | 0.015    |
+| mse_q2     | 0.00297  |
+| mse_q3     | 0.000241 |
+| param_norm | 252      |
+| samples    | 2.19e+06 |
+| step       | 1.37e+05 |
+| vb         | 0.00319  |
+| vb_q0      | 0.0127   |
+| vb_q1      | 0.000111 |
+| vb_q2      | 2.64e-05 |
+| vb_q3      | 2.95e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.046    |
+| loss       | 0.0317   |
+| loss_q0    | 0.106    |
+| loss_q1    | 0.0149   |
+| loss_q2    | 0.00308  |
+| loss_q3    | 0.000248 |
+| mse        | 0.0281   |
+| mse_q0     | 0.0917   |
+| mse_q1     | 0.0148   |
+| mse_q2     | 0.00305  |
+| mse_q3     | 0.000245 |
+| param_norm | 253      |
+| samples    | 2.21e+06 |
+| step       | 1.38e+05 |
+| vb         | 0.00363  |
+| vb_q0      | 0.0139   |
+| vb_q1      | 0.000109 |
+| vb_q2      | 2.7e-05  |
+| vb_q3      | 2.99e-06 |
+-------------------------
+-------------------------
+| grad_norm  | 0.0454   |
+| loss       | 0.0303   |
+| loss_q0    | 0.101    |
+| loss_q1    | 0.0146   |
+| loss_q2    | 0.00301  |
+| loss_q3    | 0.000248 |
+| mse        | 0.0269   |
+| mse_q0     | 0.0879   |
+| mse_q1     | 0.0145   |
+| mse_q2     | 0.00298  |
+| mse_q3     | 0.000245 |
+| param_norm | 253      |
+| samples    | 2.22e+06 |
+| step       | 1.39e+05 |
+| vb         | 0.0034   |
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