diff --git a/.idea/encodings.xml b/.idea/encodings.xml
new file mode 100644
index 0000000..15a15b2
--- /dev/null
+++ b/.idea/encodings.xml
@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="Encoding" addBOMForNewFiles="with NO BOM" />
+</project>
\ No newline at end of file
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index d664208..28e1a66 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,9 +2,8 @@
 <project version="4">
   <component name="ChangeListManager">
     <list default="true" id="d25a65da-2ba0-4272-a0a5-c59cbecb6088" name="Default Changelist" comment="">
-      <change beforePath="$PROJECT_DIR$/.idea/TAU_21_sane_words.iml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/TAU_21_sane_words.iml" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/.idea/misc.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/misc.xml" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/dev-0/expected.tsv" beforeDir="false" afterPath="$PROJECT_DIR$/dev-0/expected.tsv" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/dev-0/out.tsv" beforeDir="false" afterPath="$PROJECT_DIR$/dev-0/out.tsv" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/dev-0/out_float.tsv" beforeDir="false" afterPath="$PROJECT_DIR$/dev-0/out_float.tsv" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/s.py" beforeDir="false" afterPath="$PROJECT_DIR$/s.py" afterDir="false" />
@@ -18,15 +17,15 @@
     <option name="LAST_RESOLUTION" value="IGNORE" />
   </component>
   <component name="CoverageDataManager">
-    <SUITE FILE_PATH="coverage/TAU_22_sane_words_torch_nn$s.coverage" NAME="s Coverage Results" MODIFIED="1575414386650" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$" />
+    <SUITE FILE_PATH="coverage/TAU_22_sane_words_torch_nn$s.coverage" NAME="s Coverage Results" MODIFIED="1575494879139" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$" />
   </component>
   <component name="FileEditorManager">
-    <leaf>
-      <file pinned="false" current-in-tab="false">
+    <leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
+      <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/s.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="980">
-              <caret line="225" column="18" selection-start-line="225" selection-start-column="18" selection-end-line="225" selection-end-column="18" />
+            <state relative-caret-position="191">
+              <caret line="269" column="15" selection-start-line="269" selection-start-column="15" selection-end-line="269" selection-end-column="15" />
               <folding>
                 <element signature="e#0#12#0" expanded="true" />
               </folding>
@@ -35,30 +34,32 @@
         </entry>
       </file>
       <file pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/dev-0/expected.tsv">
+        <entry file="file://$PROJECT_DIR$/s2.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="-196952" />
-          </provider>
-        </entry>
-      </file>
-      <file pinned="false" current-in-tab="true">
-        <entry file="file://$PROJECT_DIR$/dev-0/out.tsv">
-          <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="342">
-              <caret line="19" selection-start-line="19" selection-end-line="20" />
+            <state relative-caret-position="121">
+              <caret line="304" column="13" selection-end-line="304" selection-end-column="13" />
+              <folding>
+                <element signature="e#0#12#0" expanded="true" />
+              </folding>
             </state>
           </provider>
         </entry>
       </file>
       <file pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/test-A/out.tsv">
-          <provider selected="true" editor-type-id="text-editor" />
+        <entry file="file:///usr/lib/python3.6/subprocess.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="352">
+              <caret line="437" selection-start-line="437" selection-end-line="437" />
+            </state>
+          </provider>
         </entry>
       </file>
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/dev-0/out_float.tsv">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="-198268" />
+            <state relative-caret-position="36">
+              <caret line="2" column="3" lean-forward="true" selection-start-line="2" selection-start-column="3" selection-end-line="2" selection-end-column="3" />
+            </state>
           </provider>
         </entry>
       </file>
@@ -77,15 +78,17 @@
   <component name="IdeDocumentHistory">
     <option name="CHANGED_PATHS">
       <list>
+        <option value="$PROJECT_DIR$/new_lab.py" />
+        <option value="$PROJECT_DIR$/s2.py" />
         <option value="$PROJECT_DIR$/s.py" />
       </list>
     </option>
   </component>
   <component name="ProjectFrameBounds">
-    <option name="x" value="147" />
-    <option name="y" value="16" />
-    <option name="width" value="1320" />
-    <option name="height" value="724" />
+    <option name="x" value="66" />
+    <option name="y" value="117" />
+    <option name="width" value="1339" />
+    <option name="height" value="687" />
   </component>
   <component name="ProjectId" id="1UAXhosCPbReL7U2TCbyyTVGpqs" />
   <component name="ProjectLevelVcsManager" settingsEditedManually="true" />
@@ -94,7 +97,6 @@
       <foldersAlwaysOnTop value="true" />
     </navigator>
     <panes>
-      <pane id="Scope" />
       <pane id="ProjectPane">
         <subPane>
           <expand>
@@ -116,9 +118,11 @@
           <select />
         </subPane>
       </pane>
+      <pane id="Scope" />
     </panes>
   </component>
   <component name="PropertiesComponent">
+    <property name="SHARE_PROJECT_CONFIGURATION_FILES" value="true" />
     <property name="WebServerToolWindowFactoryState" value="false" />
     <property name="last_opened_file_path" value="$PROJECT_DIR$" />
     <property name="settings.editor.selected.configurable" value="com.jetbrains.python.configuration.PyActiveSdkModuleConfigurable" />
@@ -136,6 +140,28 @@
     </option>
   </component>
   <component name="RunManager" selected="Python.s">
+    <configuration name="new_lab" type="PythonConfigurationType" factoryName="Python" temporary="true">
+      <module name="TAU_21_sane_words" />
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs>
+        <env name="PYTHONUNBUFFERED" value="1" />
+      </envs>
+      <option name="SDK_HOME" value="" />
+      <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
+      <option name="IS_MODULE_SDK" value="true" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
+      <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+      <option name="SCRIPT_NAME" value="$PROJECT_DIR$/new_lab.py" />
+      <option name="PARAMETERS" value="" />
+      <option name="SHOW_COMMAND_LINE" value="false" />
+      <option name="EMULATE_TERMINAL" value="false" />
+      <option name="MODULE_MODE" value="false" />
+      <option name="REDIRECT_INPUT" value="false" />
+      <option name="INPUT_FILE" value="" />
+      <method v="2" />
+    </configuration>
     <configuration name="s" type="PythonConfigurationType" factoryName="Python" temporary="true">
       <module name="TAU_21_sane_words" />
       <option name="INTERPRETER_OPTIONS" value="" />
@@ -205,6 +231,7 @@
     <recent_temporary>
       <list>
         <item itemvalue="Python.s" />
+        <item itemvalue="Python.new_lab" />
         <item itemvalue="Python.solution2" />
         <item itemvalue="Python.solution" />
       </list>
@@ -220,38 +247,48 @@
       <option name="number" value="Default" />
       <option name="presentableId" value="Default" />
       <updated>1574800494334</updated>
-      <workItem from="1575412092709" duration="2059000" />
+      <workItem from="1575412092709" duration="3487000" />
+      <workItem from="1575450164911" duration="5424000" />
+      <workItem from="1575467930210" duration="14040000" />
     </task>
+    <task id="LOCAL-00001" summary="test3">
+      <created>1575414898244</created>
+      <option name="number" value="00001" />
+      <option name="presentableId" value="LOCAL-00001" />
+      <option name="project" value="LOCAL" />
+      <updated>1575414898244</updated>
+    </task>
+    <option name="localTasksCounter" value="2" />
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="2059000" />
+    <option name="totallyTimeSpent" value="22951000" />
   </component>
   <component name="ToolWindowManager">
-    <frame x="147" y="16" width="1320" height="724" extended-state="0" />
+    <frame x="66" y="117" width="1339" height="687" extended-state="0" />
     <editor active="true" />
     <layout>
-      <window_info id="Favorites" side_tool="true" />
-      <window_info active="true" content_ui="combo" id="Project" order="0" visible="true" weight="0.24405706" />
+      <window_info content_ui="combo" id="Project" order="0" visible="true" weight="0.22092116" />
       <window_info id="Structure" order="1" side_tool="true" weight="0.25" />
-      <window_info anchor="bottom" id="Docker" show_stripe_button="false" />
-      <window_info anchor="bottom" id="Database Changes" />
-      <window_info anchor="bottom" id="Version Control" />
-      <window_info anchor="bottom" id="Python Console" />
-      <window_info anchor="bottom" id="Terminal" />
-      <window_info anchor="bottom" id="Event Log" side_tool="true" />
+      <window_info id="Favorites" order="2" side_tool="true" />
       <window_info anchor="bottom" id="Message" order="0" />
       <window_info anchor="bottom" id="Find" order="1" />
-      <window_info anchor="bottom" id="Run" order="2" visible="true" weight="0.33625218" />
-      <window_info anchor="bottom" id="Debug" order="3" weight="0.4" />
+      <window_info active="true" anchor="bottom" id="Run" order="2" visible="true" weight="0.25093633" />
+      <window_info anchor="bottom" id="Debug" order="3" weight="0.35018727" />
       <window_info anchor="bottom" id="Cvs" order="4" weight="0.25" />
       <window_info anchor="bottom" id="Inspection" order="5" weight="0.4" />
       <window_info anchor="bottom" id="TODO" order="6" />
-      <window_info anchor="right" id="SciView" />
-      <window_info anchor="right" id="Database" />
+      <window_info anchor="bottom" id="Docker" order="7" show_stripe_button="false" />
+      <window_info anchor="bottom" id="Version Control" order="8" />
+      <window_info anchor="bottom" id="Database Changes" order="9" />
+      <window_info anchor="bottom" id="Event Log" order="10" side_tool="true" />
+      <window_info anchor="bottom" id="Terminal" order="11" />
+      <window_info anchor="bottom" id="Python Console" order="12" weight="0.07116105" />
       <window_info anchor="right" id="Commander" internal_type="SLIDING" order="0" type="SLIDING" weight="0.4" />
       <window_info anchor="right" id="Ant Build" order="1" weight="0.25" />
       <window_info anchor="right" content_ui="combo" id="Hierarchy" order="2" weight="0.25" />
+      <window_info anchor="right" id="SciView" order="3" />
+      <window_info anchor="right" id="Database" order="4" />
     </layout>
   </component>
   <component name="TypeScriptGeneratedFilesManager">
@@ -290,18 +327,22 @@
       </map>
     </option>
   </component>
+  <component name="VcsManagerConfiguration">
+    <MESSAGE value="test3" />
+    <option name="LAST_COMMIT_MESSAGE" value="test3" />
+  </component>
   <component name="XDebuggerManager">
     <breakpoint-manager>
       <breakpoints>
         <line-breakpoint suspend="THREAD" type="python-line">
           <url>file://$PROJECT_DIR$/s.py</url>
-          <line>141</line>
+          <line>142</line>
           <option name="timeStamp" value="3" />
         </line-breakpoint>
         <line-breakpoint enabled="true" suspend="THREAD" type="python-line">
           <url>file://$PROJECT_DIR$/s.py</url>
-          <line>193</line>
-          <option name="timeStamp" value="8" />
+          <line>226</line>
+          <option name="timeStamp" value="16" />
         </line-breakpoint>
       </breakpoints>
     </breakpoint-manager>
@@ -312,24 +353,45 @@
       </configuration>
     </watches-manager>
   </component>
+  <component name="com.intellij.coverage.CoverageDataManagerImpl">
+    <SUITE FILE_PATH="coverage/TAU_22_sane_words_torch_nn$new_lab.coverage" NAME="new_lab Coverage Results" MODIFIED="1575455391198" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$" />
+  </component>
   <component name="editorHistoryManager">
     <entry file="file://$PROJECT_DIR$/test-A/out.tsv">
       <provider selected="true" editor-type-id="text-editor" />
     </entry>
+    <entry file="file:///usr/lib/python3/dist-packages/pandas/core/frame.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="113850">
+          <caret line="6419" selection-start-line="6419" selection-end-line="6419" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/test-A/in.tsv">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="-198895" />
+      </provider>
+    </entry>
     <entry file="file://$PROJECT_DIR$/dev-0/expected.tsv">
+      <provider selected="true" editor-type-id="text-editor" />
+    </entry>
+    <entry file="file://$PROJECT_DIR$/new_lab.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="-196952" />
+        <state relative-caret-position="18">
+          <caret line="48" selection-start-line="48" selection-end-line="48" />
+          <folding>
+            <element signature="e#0#10#0" expanded="true" />
+          </folding>
+        </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/dev-0/out_float.tsv">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="-198268" />
-      </provider>
+    <entry file="file://$PROJECT_DIR$/test-A/out_float.tsv">
+      <provider selected="true" editor-type-id="text-editor" />
     </entry>
-    <entry file="file://$PROJECT_DIR$/s.py">
+    <entry file="file://$PROJECT_DIR$/s2.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="980">
-          <caret line="225" column="18" selection-start-line="225" selection-start-column="18" selection-end-line="225" selection-end-column="18" />
+        <state relative-caret-position="121">
+          <caret line="304" column="13" selection-end-line="304" selection-end-column="13" />
           <folding>
             <element signature="e#0#12#0" expanded="true" />
           </folding>
@@ -338,8 +400,32 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/dev-0/out.tsv">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="342">
-          <caret line="19" selection-start-line="19" selection-end-line="20" />
+        <state relative-caret-position="18">
+          <caret line="1" column="1" selection-start-line="1" selection-start-column="1" selection-end-line="1" selection-end-column="1" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file:///usr/lib/python3.6/subprocess.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="352">
+          <caret line="437" selection-start-line="437" selection-end-line="437" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/dev-0/out_float.tsv">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="36">
+          <caret line="2" column="3" lean-forward="true" selection-start-line="2" selection-start-column="3" selection-end-line="2" selection-end-column="3" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/s.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="191">
+          <caret line="269" column="15" selection-start-line="269" selection-start-column="15" selection-end-line="269" selection-end-column="15" />
+          <folding>
+            <element signature="e#0#12#0" expanded="true" />
+          </folding>
         </state>
       </provider>
     </entry>
diff --git a/dev-0/best/out.tsv b/dev-0/best/out.tsv
new file mode 100644
index 0000000..88c924b
--- /dev/null
+++ b/dev-0/best/out.tsv
@@ -0,0 +1,11026 @@
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diff --git a/dev-0/best/out_float.tsv b/dev-0/best/out_float.tsv
new file mode 100644
index 0000000..94a372d
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diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index 6d4a650..88c924b 100644
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diff --git a/new_lab.py b/new_lab.py
new file mode 100644
index 0000000..bc061a6
--- /dev/null
+++ b/new_lab.py
@@ -0,0 +1,94 @@
+import sys
+import torch
+from torch import nn
+from torch import optim
+
+
+
+history_length = 32
+nb_of_char_codes = 128
+history_encoded = [ord("\n")] * history_length
+embedding_size = 10
+hidden_size = 100
+
+device = torch.device('cpu')
+
+print(history_encoded)
+
+def char_source():
+    for line in sys.stdin:
+        for char in line:
+            if ord(char) < nb_of_char_codes:
+                yield ord(char)
+
+
+class NGramLanguageModel(nn.Module):
+    def __init__(self, nb_of_char_codes, history_length, embedding_size, hidden_size):
+        super(NGramLanguageModel, self).__init__()
+
+        self.embeddings = nn.Embedding(nb_of_char_codes, embedding_size).to(device)
+        self.model = nn.Sequential(
+            nn.Linear(history_length * embedding_size, hidden_size),
+            nn.Linear(hidden_size, nb_of_char_codes),
+            nn.LogSoftmax()
+        ).to(device)
+
+    def forward(self, inputs):
+        embedded_inputs = self.embeddings(inputs)
+        return self.model(embedded_inputs.view(-1))  #view -1 rozpłaszcza
+
+    def generate(self, to_be_continued, n):
+        t = (" " * history_length + to_be_continued)[-history_length:]
+        history = [ord(c) for c in t]
+        with torch.no_grad():
+            for _ in range(n):
+                x = torch.tensor(history, dtype = torch.long)
+                y =  ((torch.exp(model(x))))
+
+                best = sorted(range(nb_of_char_codes), key= lambda i: -y[i])[0:4]
+
+                yb = torch.tensor([
+                    y[ix] if ix in best else 0.0
+                    for ix in range(nb_of_char_codes)
+                ])
+
+                c = torch.multinomial(y, 1)[0].item()
+                t+= chr(c)
+                history.pop(0)
+                history.append(c)
+        return t
+
+model = NGramLanguageModel(nb_of_char_codes, history_length, embedding_size, hidden_size)
+
+counter = 0
+step = 1000
+criterion = nn.NLLLoss()
+optimizer = optim.Adam(model.parameters())
+losses = []
+for c in char_source():
+    x = torch.tensor(history_encoded, dtype=torch.long, device = device)
+    model.zero_grad()
+    y=model(x)
+
+    loss = criterion(y.view(1, -1), torch.tensor([c], dtype=torch.long, device=device))
+
+    losses.append(loss.item())
+    if len(losses) > step:
+        losses.pop(0)
+
+    if counter % step == 0:
+        awg_losses = sum(losses) / len(losses)
+        print(awg_losses)
+        print(loss)
+        print(model.generate("Machine translation is", 200))
+    loss.backward()
+    optimizer.step()
+    #print(y)
+    history_encoded.pop(0)
+    history_encoded.append(c)
+
+"""
+zd, zrobić generator
+Nucleus - do generowania
+
+"""
\ No newline at end of file
diff --git a/s.py b/s.py
index 8c19b39..2405a81 100644
--- a/s.py
+++ b/s.py
@@ -6,25 +6,26 @@ import pandas
 import numpy as np
 import re
 import timeit
+import subprocess
 from sklearn.metrics import precision_score, recall_score, accuracy_score, roc_auc_score
 from torch.utils.data import Dataset, DataLoader
+import string
+
 
 #10 features: 4 normal + 6 from domain_onehot + 38 char labels
 model = nn.Sequential(
-    nn.Linear(48, 96, bias=True),
+    nn.Linear(48, 24, bias=True),
     nn.ReLU(),
-    nn.Linear(96,48,bias=True),
+    nn.Linear(24,24,bias=True),
     nn.ReLU(),
-    nn.Linear(48, 1, bias=True),
+    nn.Linear(24, 1, bias=True),
     nn.Sigmoid())
-criterion =  nn.BCELoss()
-#optimizer = optim.SGD(model.parameters(), lr=0.00001, momentum=0.9)
-optimizer = optim.Adam(model.parameters())
-
+criterion =  nn.BCELoss(reduction='sum')
+optimizer = optim.SGD(model.parameters(), lr=0.0001, momentum=0.9)
+#optimizer = optim.Adam(model.parameters())
 
 minibatch_size = 200
 
-
 def count_polish_diacritics(x):
     x_counts = []
     for i, word in x.iteritems():
@@ -101,6 +102,9 @@ def wordToOneHot(df_col, ch_labels):
     return out_df
 
 
+
+
+
 class TrainDataset(Dataset):
     def __init__(self, X, y):
         self.X = X
@@ -174,10 +178,60 @@ testA_x_temp2 = torch.cat([testA_x_temp.transpose(1,0), testA_x3], 1)
 testA_x = torch.cat([testA_x_temp2, testA_x_words_onehot], 1)
 
 
+"""
+def pred_save_dev():
+    dev_y = model(dev_x)
+    file = open("dev-0/out.tsv", "w")
+    file2 = open("dev-0/out_float.tsv", "w")
+    for i in range(0, 11026):
+        file2.write(str(dev_y[i].data.item()) + "\n")
+
+        var = dev_y[i].data.item()
+        if var > threshold:
+            file.write(f'{1}\n')
+        else:
+            file.write(f'{0}\n')
+    file.close()
+    file2.close()
+"""
+
+def pred_save(name, data_train_x, f_threshold):
+
+    pred_y = model(data_train_x)
+    file = open(name + "/out.tsv", "w")
+    file2 = open(name + "/out_float.tsv", "w")
+    for i in range(0, len(data_train_x)):
+        file2.write(str(pred_y[i].data.item()) + "\n")
+
+        var = pred_y[i].data.item()
+        if var > f_threshold:
+            file.write(f'{1}\n')
+        else:
+            file.write(f'{0}\n')
+    file.close()
+    file2.close()
+
+
+def optim_threshold(min_thr, step = 0.01):
+    best_thr = min_thr
+    best_geval=0.1
+    while min_thr < 1:
+        pred_save("dev-0", dev_x, min_thr)
+        metric = float(subprocess.check_output(["/home/students/s452101/TAU/geval/geval", "-t", "dev-0"]))
+        if float(metric) > best_geval:
+            best_geval = float(metric)
+            best_thr = min_thr
+        min_thr += step
+        print("optimTHR; geval metric: ", float(metric), "\tbest: ", best_geval, "\tthreshold: ", min_thr, "\tbest_thr: ", best_thr)
+
+    return best_thr
+
 dataset_train = TrainDataset(x, y)
 trainloader=DataLoader(dataset=dataset_train, batch_size=minibatch_size, shuffle=True)
 
-def train_loop(i = 20):
+
+
+def train_loop(i = 500, best = 0.1, threshold = 0.25):
     for i in range(i):
         for xb, yb_expected in trainloader:
             optimizer.zero_grad()
@@ -188,55 +242,54 @@ def train_loop(i = 20):
             debug_xb = pandas.DataFrame(xb.numpy())
             debug_yb_expected = pandas.DataFrame(yb_expected.numpy())
             """
-            debug_yp = pandas.DataFrame(yp.detach().numpy())
+            #debug_yp = pandas.DataFrame(yp.detach().numpy())
 
 
             loss = criterion(torch.squeeze(yp), yb_expected)
-
+            """
             dev_y_pred_float_tensor = model(dev_x)
             dev_y_pred_float_df = pandas.DataFrame(dev_y_pred_float_tensor.detach().numpy())
             auc_score = roc_auc_score(dev_y_test, dev_y_pred_float_df)
             print("auc:\t", auc_score, "\tloss:\t", loss.item())
             if ((auc_score > 0.90)):
                 break
+            """
+            #metric = float(subprocess.check_output(["/home/students/s452101/TAU/geval/geval", "-t", "dev-0"]))
 
             loss.backward()
             optimizer.step()
 
-        if ((auc_score > 0.90)):
-            break
-        #print(loss)
+        pred_save("dev-0", dev_x, threshold)
+
+        metric = float(subprocess.check_output(["/home/students/s452101/TAU/geval/geval", "-t", "dev-0"]))
+        print("geval metric: ", float(metric),"\tbest: ", best, "\tLoss: ", loss.item(), "\tthr: ", threshold)
+        if float(metric) > best:
+            best_threshold = optim_threshold(float(threshold - 0.2))
+            threshold = best_threshold
+            metric = float(subprocess.check_output(["/home/students/s452101/TAU/geval/geval", "-t", "dev-0"]))
+            best = float(metric)
+            pred_save("dev-0/best", dev_x, threshold)
+            pred_save("test-A/best", testA_x, threshold)
+
+
 
 
 
 #4 200 ~7h
-elapsed_time = timeit.timeit(train_loop, number=1)
-print("Training time: ", elapsed_time, "seconds")
+#elapsed_time = timeit.timeit(train_loop, number=1)
+#print("Training time: ", elapsed_time, "seconds")
+train_loop()
 
 #saving results:
 #dev0:
-dev_y = model(dev_x)
-file=open("dev-0/out.tsv","w")
-file2=open("dev-0/out_float.tsv","w")
-dev_y_pred_float=[]
-for i in range(0,11026):
-    file2.write(str(dev_y[i].data.item()) + "\n")
-    dev_y_pred_float.append(dev_y[i].data.item())
-    var = dev_y[i].data.item()
-    if var > 0.999:
-        file.write(f'{1}\n')
-    else:
-        file.write(f'{0}\n')
-file.close()
-file2.close()
+
 
 y_test = pandas.DataFrame(pandas.read_csv('dev-0/expected.tsv', encoding="utf-8", delimiter='\t', header=None))
 dev_y_pred = pandas.DataFrame(pandas.read_csv('dev-0/out.tsv', encoding="utf-8", delimiter='\t', header=None))
 
 score = f1_score(y_test, dev_y_pred)
 print("f1_score_dev0 after training: ", score,"\nAcc: ", accuracy_score(dev_y_test, dev_y_pred),
-      "\nroc_auc: ", roc_auc_score(dev_y_test,dev_y_pred_float ))
-print(dev_y_pred_float)
+      "\nroc_auc: ", )
 
 #@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
 #testA:
@@ -246,7 +299,7 @@ file2=open("test-A/out_float.tsv","w")
 
 for i in range(0,11061):
     file2.write(str(testA_y[i].data.item()) + "\n")
-    if testA_y[i].data.item() > 0.999:
+    if testA_y[i].data.item() > 0.25:
         file.write(f'{1}\n')
     else:
         file.write(f'{0}\n')
diff --git a/s2.py b/s2.py
new file mode 100644
index 0000000..7e4b700
--- /dev/null
+++ b/s2.py
@@ -0,0 +1,305 @@
+import torch
+import random
+from torch import nn
+from torch import optim
+import pandas
+import numpy as np
+import re
+import timeit
+import subprocess
+from sklearn.metrics import precision_score, recall_score, accuracy_score, roc_auc_score
+from torch.utils.data import Dataset, DataLoader
+import string
+
+
+#10 features: 4 normal + 6 from domain_onehot + 38 char labels
+model = nn.Sequential(
+    nn.Linear(48, 40, bias=True),
+    nn.ReLU(),
+    nn.Linear(40,24,bias=True),
+    nn.ReLU(),
+    nn.Linear(24, 1, bias=True),
+    nn.Sigmoid())
+criterion =  nn.BCELoss()
+optimizer = optim.SGD(model.parameters(), lr=0.00001, momentum=0.7)
+#optimizer = optim.Adam(model.parameters())
+
+minibatch_size = 200
+
+def count_polish_diacritics(x):
+    x_counts = []
+    for i, word in x.iteritems():
+        c = len(re.findall(r'[ąćęłńóśźż]', str(word)))
+        c2 = c / len(str(word))
+        x_counts.append(c2)
+    return x_counts
+
+def count_vowels(x):
+    out = []
+    for index,row in x.iteritems():
+        vowel_len = len(re.findall(r'[aąeęioóuy]', str(row)))
+        word_len = len(str(row))
+        out.append(vowel_len / word_len) #RATE
+    return out
+
+def Normalize(data, d = None):
+    if (d is None):
+        d = data
+    r = data - d.min()
+    return r/(d.max() - d.min())
+
+def f1_score(y_true, y_pred):
+    precision = precision_score(y_true, y_pred, average='micro')
+    recall = recall_score(y_true, y_pred, average='micro')
+    F1 = 2 * (precision * recall) / (precision + recall)
+    return F1
+
+#Transforms df with categorical values to One Hot format
+def ToOneHot(df_col):
+    out = []
+    df_labels = pandas.unique(df_col)
+    l_count = len(df_labels)
+    for index, row in df_col.iteritems():
+        blank_one_hot = np.full(l_count, 0)
+        for i in range(0, l_count):
+            if df_labels[i] == row:
+                blank_one_hot[i] = 1
+        out.append(blank_one_hot)
+    out_df = pandas.DataFrame(out, columns=df_labels)
+    return out_df, df_labels
+
+def ToOneHot_preproces(df_col, df_labels):
+    out = []
+    l_count = len(df_labels)
+    for index, row in df_col.iteritems():
+        blank_one_hot = np.full(l_count, 0)
+        for i in range(0, l_count):
+            if df_labels[i] == row:
+                blank_one_hot[i] = 1
+        out.append(blank_one_hot)
+    out_df = pandas.DataFrame(out, columns=df_labels)
+    return out_df
+
+def getAllchars(df_col):
+    all = []
+    for index, row in df_col.iteritems():
+        all = all + list(row)
+    return all
+
+
+def wordToOneHot(df_col, ch_labels):
+    out = []
+    l_count = len(ch_labels)
+    for index, row in df_col.iteritems():
+        blank_one_hot = np.full(l_count, 0)
+        for ch in list(str(row)):
+            for i in range(0, l_count):
+                if ch_labels[i] == ch:
+                    blank_one_hot[i] = 1
+        out.append(blank_one_hot)
+
+    out_df = pandas.DataFrame(out, columns=ch_labels)
+    return out_df
+
+
+
+
+
+class TrainDataset(Dataset):
+    def __init__(self, X, y):
+        self.X = X
+        self.y = y
+
+    def __len__(self):
+        return self.X.shape[0]
+
+    def __getitem__(self, idx):
+        return self.X[idx], self.y[idx]
+
+#Load data:
+#Train
+train_data = pandas.read_csv('train/train.tsv', sep='\t', names=['Sane', 'Domain', 'Word', 'Frequency'], header=None)
+char_labels = pandas.unique(getAllchars(train_data['Word']))
+#print(char_labels)
+#print(len(char_labels)) 38 liter
+#debug_fq = train_data['Frequency']
+x1 = Normalize(torch.tensor(train_data['Frequency'], dtype=torch.float))
+x2 = Normalize(torch.tensor(count_vowels(train_data['Word']), dtype=torch.float))
+
+domain_onehot, domain_labels = ToOneHot(train_data['Domain'])
+x3 = torch.tensor(domain_onehot.values, dtype=torch.float)
+
+x4 = Normalize(torch.tensor(count_polish_diacritics(train_data['Word']),dtype=torch.float))
+x5 = Normalize(torch.tensor(train_data['Word'].str.len(), dtype=torch.float))
+
+df_words_onehot = wordToOneHot(train_data['Word'], char_labels)
+x_words_onehot = torch.tensor(df_words_onehot.values, dtype=torch.float)
+
+x_temp1 = torch.stack((x1,x2,x4, x5),0)
+x_temp2 = torch.cat([x_temp1.transpose(1,0), x3], 1)
+x = torch.cat([x_temp2, x_words_onehot], 1)
+l = list(["Freq", "Vovels", "pol_dia", "Len"])+list(domain_labels)+list(char_labels)
+print(l)
+print(len(l))
+#debug_x = pandas.DataFrame(x.numpy(), columns=l)
+
+y = torch.tensor(train_data['Sane'], dtype=torch.float)
+
+#dev0
+dev_y_test = pandas.DataFrame(pandas.read_csv('dev-0/expected.tsv', encoding="utf-8", delimiter='\t', header=None))
+dev_data = pandas.read_csv('dev-0/in.tsv', sep='\t', names=['Domain', 'Word', 'Frequency'], header=None)
+dev_x1 = Normalize(torch.tensor(dev_data['Frequency'], dtype=torch.float), x1)
+dev_x2 = Normalize(torch.tensor(count_vowels(dev_data['Word']), dtype=torch.float), x2)
+
+dev_x3 = torch.tensor(ToOneHot_preproces(dev_data['Domain'], domain_labels).values, dtype=torch.float)
+dev_x4 = Normalize(torch.tensor(count_polish_diacritics(dev_data['Word']), dtype=torch.float), x4)
+dev_x5 = Normalize(torch.tensor(dev_data['Word'].str.len(), dtype=torch.float), x5)
+
+dev_df_words_onehot = wordToOneHot(dev_data['Word'], char_labels)
+dev_x_words_onehot = torch.tensor(dev_df_words_onehot.values, dtype=torch.float)
+
+
+dev_x_temp = torch.stack((dev_x1, dev_x2, dev_x4, dev_x5), 0)
+dev_x_temp2 = torch.cat([dev_x_temp.transpose(1,0), dev_x3], 1)
+dev_x = torch.cat([dev_x_temp2, dev_x_words_onehot], 1)
+#test-A
+testA_data = pandas.read_csv('test-A/in.tsv', sep='\t', names=['Domain', 'Word', 'Frequency'], header=None)
+testA_x1 = Normalize(torch.tensor(testA_data['Frequency'], dtype=torch.float), x1)
+testA_x2 = Normalize(torch.tensor(count_vowels(testA_data['Word']), dtype=torch.float), x2)
+testA_x3 = torch.tensor(ToOneHot_preproces(testA_data['Domain'], domain_labels).values, dtype=torch.float)
+testA_x4 = Normalize(torch.tensor(count_polish_diacritics(testA_data['Word']),dtype=torch.float), x4)
+testA_x5 = Normalize(torch.tensor(testA_data['Word'].str.len(), dtype=torch.float), x5)
+
+testA_df_words_onehot = wordToOneHot(testA_data['Word'], char_labels)
+testA_x_words_onehot = torch.tensor(testA_df_words_onehot.values, dtype=torch.float)
+
+testA_x_temp = torch.stack((testA_x1,testA_x2,testA_x4, testA_x5),0)
+testA_x_temp2 = torch.cat([testA_x_temp.transpose(1,0), testA_x3], 1)
+testA_x = torch.cat([testA_x_temp2, testA_x_words_onehot], 1)
+
+threshold = 0.25
+"""
+def pred_save_dev():
+    dev_y = model(dev_x)
+    file = open("dev-0/out.tsv", "w")
+    file2 = open("dev-0/out_float.tsv", "w")
+    for i in range(0, 11026):
+        file2.write(str(dev_y[i].data.item()) + "\n")
+
+        var = dev_y[i].data.item()
+        if var > threshold:
+            file.write(f'{1}\n')
+        else:
+            file.write(f'{0}\n')
+    file.close()
+    file2.close()
+"""
+
+def pred_save(name, data_train_x, f_threshold):
+
+    pred_y = model(data_train_x)
+    file = open(name + "/out.tsv", "w")
+    file2 = open(name + "/out_float.tsv", "w")
+    for i in range(0, len(data_train_x)):
+        file2.write(str(pred_y[i].data.item()) + "\n")
+
+        var = pred_y[i].data.item()
+        if var > f_threshold:
+            file.write(f'{1}\n')
+        else:
+            file.write(f'{0}\n')
+    file.close()
+    file2.close()
+
+
+def optim_threshold(min_thr, step = 0.01):
+    best_thr = min_thr
+    best=0.1
+    while min_thr < 1:
+        pred_save("dev-0", dev_x, min_thr)
+        metric = float(subprocess.check_output(["/home/students/s452101/TAU/geval/geval", "-t", "dev-0"]))
+        print("optimTHR; geval metric: ", float(metric), "\tbest: ", best, "\tthreshold: ", min_thr)
+        if float(metric) > best:
+            best = float(metric)
+            best_thr = min_thr
+        min_thr += step
+    return best_thr
+
+dataset_train = TrainDataset(x, y)
+trainloader=DataLoader(dataset=dataset_train, batch_size=minibatch_size, shuffle=True)
+
+
+
+def train_loop(i = 50, best = 0.01, threshold = 0.5):
+    for i in range(i):
+        for xb, yb_expected in trainloader:
+            optimizer.zero_grad()
+            yp = model(xb)
+
+            # debug
+            """
+            debug_xb = pandas.DataFrame(xb.numpy())
+            debug_yb_expected = pandas.DataFrame(yb_expected.numpy())
+            """
+            #debug_yp = pandas.DataFrame(yp.detach().numpy())
+
+
+            loss = criterion(torch.squeeze(yp), yb_expected)
+            """
+            dev_y_pred_float_tensor = model(dev_x)
+            dev_y_pred_float_df = pandas.DataFrame(dev_y_pred_float_tensor.detach().numpy())
+            auc_score = roc_auc_score(dev_y_test, dev_y_pred_float_df)
+            print("auc:\t", auc_score, "\tloss:\t", loss.item())
+            if ((auc_score > 0.90)):
+                break
+            """
+            #metric = float(subprocess.check_output(["/home/students/s452101/TAU/geval/geval", "-t", "dev-0"]))
+
+            loss.backward()
+            optimizer.step()
+
+        pred_save("dev-0", dev_x, threshold)
+
+        metric = float(subprocess.check_output(["/home/students/s452101/TAU/geval/geval", "-t", "dev-0"]))
+        print("geval metric: ", float(metric),"\tbest: ", best, "\tLoss: ", loss.item())
+        if float(metric) > best:
+            best_threshold = optim_threshold(float(torch.min(yp)))
+            threshold = best_threshold
+            best = float(metric)
+            pred_save("dev-0/best", dev_x, threshold)
+            pred_save("test-A/best", testA_x, threshold)
+
+
+
+
+
+#4 200 ~7h
+#elapsed_time = timeit.timeit(train_loop, number=1)
+#print("Training time: ", elapsed_time, "seconds")
+train_loop()
+
+#saving results:
+#dev0:
+
+
+y_test = pandas.DataFrame(pandas.read_csv('dev-0/expected.tsv', encoding="utf-8", delimiter='\t', header=None))
+dev_y_pred = pandas.DataFrame(pandas.read_csv('dev-0/out.tsv', encoding="utf-8", delimiter='\t', header=None))
+
+score = f1_score(y_test, dev_y_pred)
+print("f1_score_dev0 after training: ", score,"\nAcc: ", accuracy_score(dev_y_test, dev_y_pred),
+      "\nroc_auc: ", )
+
+#@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+#testA:
+testA_y = model(testA_x)
+file=open("test-A/out.tsv","w")
+file2=open("test-A/out_float.tsv","w")
+
+for i in range(0,11061):
+    file2.write(str(testA_y[i].data.item()) + "\n")
+    if testA_y[i].data.item() > threshold:
+        file.write(f'{1}\n')
+    else:
+        file.write(f'{0}\n')
+file.close()
+file2.close()
\ No newline at end of file
diff --git a/test-A/best/out.tsv b/test-A/best/out.tsv
new file mode 100644
index 0000000..4bbd49c
--- /dev/null
+++ b/test-A/best/out.tsv
@@ -0,0 +1,11061 @@
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diff --git a/test-A/best/out_float.tsv b/test-A/best/out_float.tsv
new file mode 100644
index 0000000..0b27b64
--- /dev/null
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diff --git a/test-A/out.tsv b/test-A/out.tsv
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diff --git a/test-A/out_float.tsv b/test-A/out_float.tsv
index f5f240c..0b27b64 100644
--- a/test-A/out_float.tsv
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