The app should be working.

app.py

@@ -0,0 +1,55 @@
+import gradio as gr
+import transmorgrify
+
+eng_to_ipa_tm = transmorgrify.Transmorgrifyer()
+eng_to_ipa_tm.load( "./examples/phonetic/phonetics_gpu_4000.tm" )
+
+ipa_to_eng_tm = transmorgrify.Transmorgrifyer()
+ipa_to_eng_tm.load( "./examples/phonetic/reverse_phonetics_gpu_4000.tm")
+
+eng_to_pig_tm = transmorgrify.Transmorgrifyer()
+eng_to_pig_tm.load( "./examples/piglattin/piglattin_gpu_4000.tm" )
+
+pig_to_eng_tm = transmorgrify.Transmorgrifyer()
+pig_to_eng_tm.load( "./examples/piglattin/reverse_piglattin_gpu_4000.tm" )
+
+
+def eng_to_ipa( input ):
+    return list(eng_to_ipa_tm.execute( [input] ) )[0]
+
+def ipa_to_eng( input ):
+    return list(ipa_to_eng_tm.execute( [input] ) )[0]
+
+def eng_to_pig( input ):
+    return list(eng_to_pig_tm.execute( [input] ) )[0]
+
+def pig_to_eng( input ):
+    return list(pig_to_eng_tm.execute( [input] ) )[0]
+
+with gr.Blocks() as demo:
+    gr.Markdown(
+"""
+# Sentance Transmorgrifier demo
+The following demos have been trained on different tasks.
+Select the tab below for a demo.
+"""
+    )
+
+    with gr.Tab( "IPA" ):
+        english_in = gr.Textbox( label="English in" )
+        ipa_out = gr.Textbox( label='IPA out')
+        gr.Button( value='Transmorgrify' ).click( eng_to_ipa, english_in, ipa_out )
+
+        ipa_in = gr.Textbox( label="IPA in" )
+        english_out = gr.Textbox( label='English out')
+        gr.Button( value='Transmorgrify' ).click( ipa_to_eng , ipa_in, english_out )
+
+    with gr.Tab( "Piglattin" ):
+        english_in = gr.Textbox( label="English in" )
+        pig_out = gr.Textbox( label='Pig latin out')
+        gr.Button( value='Transmorgrify' ).click( eng_to_pig, english_in, pig_out )
+
+        pig_in = gr.Textbox( label="Pig latin in" )
+        english_out = gr.Textbox( label='English out')
+        gr.Button( value='Transmorgrify' ).click( pig_to_eng , pig_in, english_out )
+demo.launch()

phonetics_backwards.tm

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ddc8d0418e4c8039a909aa104d9b8e5ce43444c7ee9a2878755a7d340d6b3771
-size 14013630

phonetics_forward.tm

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:025957f43f95308bb4893b5407402ae619e88d6993481812ebc451726b14393a
-size 8720186

run_tests.sh

@@ -1,56 +1,92 @@
 !/usr/bin/env bash
-echo test 1
+# echo test 1
+# ./venv/bin/python transmorgrify.py \
+#     --train --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/phonetic/phonetic.csv \
+#     --a_header English \
+#     --b_header Phonetic\
+#     --device 0:1 \
+#     --model phonetics_gpu_4000.tm \
+#     --verbose \
+#     --iterations 4000 \
+#     --train_percentage 50
+# echo test 2
+# ./venv/bin/python transmorgrify.py \
+#     --train --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/phonetic/phonetic.csv \
+#     --a_header English \
+#     --b_header Phonetic\
+#     --device cpu \
+#     --model phonetics_cpu_2000.tm \
+#     --verbose \
+#     --iterations 2000 \
+#     --train_percentage 50
+# echo test 1b
+# ./venv/bin/python transmorgrify.py \
+#     --train --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/phonetic/phonetic.csv \
+#     --b_header English \
+#     --a_header Phonetic\
+#     --device 0:1 \
+#     --model reverse_phonetics_gpu_4000.tm \
+#     --verbose \
+#     --iterations 4000 \
+#     --train_percentage 50
+# echo test 3
+# ./venv/bin/python transmorgrify.py \
+#     --train --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/phonetic/phonetic.csv \
+#     --b_header English \
+#     --a_header Phonetic\
+#     --device cpu \
+#     --model reverse_phonetics_cpu_2000.tm \
+#     --verbose \
+#     --iterations 2000 \
+#     --train_percentage 50
+echo test 4    
 ./venv/bin/python transmorgrify.py \
-    --train --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/phonetic/phonetic.csv \
-    --a_header English \
-    --b_header Phonetic\
-    --device 0:1 \
-    --model phonetics_gpu_4000.tm \
+    --execute \
+    --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/phonetic/phonetic.csv \
+    --a_header Phonetic\
+    --b_header English \
+    --device cpu \
+    --model reverse_phonetics_gpu_4000.tm \
     --verbose \
-    --iterations 4000 \
+    --include_stats \
+    --out_csv ./reverse_phonetics_out_gpu_4000.csv \
     --train_percentage 50
-echo test 2
+echo test 5    
 ./venv/bin/python transmorgrify.py \
-    --train --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/phonetic/phonetic.csv \
+    --execute \
+    --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/phonetic/phonetic.csv \
     --a_header English \
     --b_header Phonetic\
     --device cpu \
-    --model phonetics_cpu_2000.tm \
-    --verbose \
-    --iterations 2000 \
-    --train_percentage 50
-echo test 3
-./venv/bin/python transmorgrify.py \
-    --train --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/phonetic/phonetic.csv \
-    --b_header English \
-    --a_header Phonetic\
-    --device cpu \
-    --model reverse_phonetics_cpu_2000.tm \
+    --model phonetics_gpu_4000.tm \
     --verbose \
-    --iterations 2000 \
+    --include_stats \
+    --out_csv ./phonetics_out_gpu_4000.csv \
     --train_percentage 50
+    
+
 echo test 4    
 ./venv/bin/python transmorgrify.py \
     --execute \
-    --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/phonetic/phonetic.csv \
-    --a_header Phonetic\
+    --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/piglattin/pig_lattin.csv \
+    --a_header Piglattin\
     --b_header English \
     --device cpu \
-    --model reverse_phonetics_cpu_2000.tm \
+    --model reverse_piglattin_gpu_4000.tm \
     --verbose \
     --include_stats \
-    --out_csv ./reverse_phonetics_out_cpu_2000.csv \
+    --out_csv ./reverse_piglattin_out_gpu_4000.csv \
     --train_percentage 50
 echo test 5    
 ./venv/bin/python transmorgrify.py \
     --execute \
-    --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/phonetic/phonetic.csv \
+    --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/piglattin/pig_lattin.csv \
     --a_header English \
-    --b_header Phonetic\
+    --b_header Piglattin\
     --device cpu \
-    --model phonetics_cpu_2000.tm \
+    --model piglattin_gpu_4000.tm \
     --verbose \
     --include_stats \
-    --out_csv ./reverse_phonetics_out_cpu_2000.csv \
+    --out_csv ./piglattin_out_gpu_4000.csv \
     --train_percentage 50
     

run_tests2.sh

@@ -0,0 +1,46 @@
+# !/usr/bin/env bash
+# echo test 1
+# ./venv/bin/python transmorgrify.py \
+#     --train --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/piglattin/pig_lattin.csv \
+#     --a_header English \
+#     --b_header Piglattin\
+#     --device 0:1 \
+#     --model piglattin_gpu_4000.tm \
+#     --verbose \
+#     --iterations 4000 \
+#     --train_percentage 50
+# echo test 1b
+# ./venv/bin/python transmorgrify.py \
+#     --train --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/piglattin/pig_lattin.csv \
+#     --b_header English \
+#     --a_header Piglattin\
+#     --device 0:1 \
+#     --model reverse_piglattin_gpu_4000.tm \
+#     --verbose \
+#     --iterations 4000 \
+#     --train_percentage 50
+# echo test 4    
+# ./venv/bin/python transmorgrify.py \
+#     --execute \
+#     --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/piglattin/pig_lattin.csv \
+#     --a_header Piglattin\
+#     --b_header English \
+#     --device cpu \
+#     --model reverse_piglattin_gpu_4000.tm \
+#     --verbose \
+#     --include_stats \
+#     --out_csv ./reverse_piglattin_out_gpu_4000.csv \
+#     --train_percentage 50
+# echo test 5    
+# ./venv/bin/python transmorgrify.py \
+#     --execute \
+#     --in_csv /home/lansford/Sync/projects/tf_over/sentance_transmogrifier/examples/piglattin/pig_lattin.csv \
+#     --a_header English \
+#     --b_header Piglattin\
+#     --device cpu \
+#     --model piglattin_gpu_4000.tm \
+#     --verbose \
+#     --include_stats \
+#     --out_csv ./piglattin_out_gpu_4000.csv \
+#     --train_percentage 50
+#     

transmorgrify.py

@@ -68,6 +68,8 @@ class Transmorgrifyer:
 
         os.unlink( temp_filename)
 
+        return self
+
     
     def execute( self, from_sentances, verbose=False ):
         for i,from_sentance in enumerate(from_sentances):