diff --git a/tortoise_v2_examples.html b/tortoise_v2_examples.html
index 51fcf34..6b4b6c7 100644
--- a/tortoise_v2_examples.html
+++ b/tortoise_v2_examples.html
@@ -57,7 +57,7 @@ model paired with the Waveglow transformer:</p>
 
 <h2>Short-form</h2>
 <table><th>text</th><th>angie</th><th>daniel</th><th>deniro</th><th>emma</th><th>freeman</th><th>geralt</th><th>halle</th><th>jlaw</th><th>lj</th><th>myself</th><th>pat</th><th>snakes</th><th>tom</th><th>train_atkins</th><th>train_dotrice</th><th>train_kennard</th><th>weaver</th><th>william</th>
-<tr><td>reference clip</td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/angie/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/daniel/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/deniro/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/emma/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/freeman/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/geralt/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/halle/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/jlaw/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/lj/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/myself/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/pat/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/snakes/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/tom/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/train_atkins/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/train_dotrice/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/train_kennard/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/weaver/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/voices/william/1.wav" type="audio/mp3"></audio></td></tr>
+<tr><td>reference clip</td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/angie/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/daniel/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/deniro/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/emma/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/freeman/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/geralt/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/halle/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/jlaw/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/lj/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/myself/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/pat/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/snakes/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/tom/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/train_atkins/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/train_dotrice/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/train_kennard/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/weaver/1.wav" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/tortoise/voices/william/1.wav" type="audio/mp3"></audio></td></tr>
 <tr><td>autoregressive_ml</td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/angie.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/daniel.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/deniro.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/emma.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/freeman.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/geralt.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/halle.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/jlaw.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/lj.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/myself.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/pat.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/snakes.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/tom.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/train_atkins.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/train_dotrice.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/train_kennard.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/weaver.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/autoregressive_ml/william.mp3" type="audio/mp3"></audio></td></tr>
 <tr><td>bengio_it_needs_to_know_what_is_bad</td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/angie.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/daniel.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/deniro.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/emma.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/freeman.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/geralt.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/halle.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/jlaw.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/lj.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/myself.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/pat.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/snakes.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/tom.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/train_atkins.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/train_dotrice.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/train_kennard.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/weaver.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/bengio_it_needs_to_know_what_is_bad/william.mp3" type="audio/mp3"></audio></td></tr>
 <tr><td>dickinson_stop_for_death</td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/angie.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/daniel.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/deniro.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/emma.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/freeman.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/geralt.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/halle.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/jlaw.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/lj.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/myself.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/pat.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/snakes.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/tom.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/train_atkins.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/train_dotrice.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/train_kennard.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/weaver.mp3" type="audio/mp3"></audio></td><td><audio controls="" style="width: 150px;"><source src="https://github.com/neonbjb/tortoise-tts/raw/main/examples/various/dickinson_stop_for_death/william.mp3" type="audio/mp3"></audio></td></tr>