diff --git a/dvc.lock b/dvc.lock
index 2ca2c908a..edb96e5a2 100644
--- a/dvc.lock
+++ b/dvc.lock
@@ -33,23 +33,28 @@ stages:
           batch_size: 512
           latent_dim: 8
           duration: 00:00:30:00
-          max_epochs: 6
+          max_epochs: 2
           optim:
-            lr: 0.01
-        num_samples: 10000
+            lr: 0.009
+        num_samples: 100000
         seed: 423
     outs:
     - path: model
       hash: md5
-      md5: 7006e6dfdcbce27a2362214995586475.dir
-      size: 18561
+      md5: 8ca28cef25760bec7c9693de3a5ef94b.dir
+      size: 19905
+      nfiles: 1
+    - path: results/artifacts
+      hash: md5
+      md5: 8ca28cef25760bec7c9693de3a5ef94b.dir
+      size: 19905
       nfiles: 1
     - path: results/metrics.json
       hash: md5
-      md5: 098423a9c88c180638b8c06bc5457c53
-      size: 256
+      md5: a3bbb0726e96ecf43c4c5d81f4de112a
+      size: 367
     - path: results/plots
       hash: md5
-      md5: ec750cc202d7ea5723c50a8502249e73.dir
-      size: 149
-      nfiles: 5
+      md5: 6f4b1bb55939e1d359d1a5851dc9f50c.dir
+      size: 596
+      nfiles: 7
diff --git a/params.yaml b/params.yaml
index af8e523f9..0c74d5f71 100644
--- a/params.yaml
+++ b/params.yaml
@@ -2,9 +2,9 @@ model:
   batch_size: 512
   latent_dim: 8
   duration: 00:00:30:00
-  max_epochs: 5
+  max_epochs: 2
   optim:
-    lr: 0.001
+    lr: 0.009
 data_path: fra.txt
-num_samples: 10000
+num_samples: 100000
 seed: 423
diff --git a/results/dvc.yaml b/results/dvc.yaml
index 593a913e6..13a36609a 100644
--- a/results/dvc.yaml
+++ b/results/dvc.yaml
@@ -7,5 +7,5 @@ plots:
     x: step
 artifacts:
   best:
-    path: ../model/epoch=0-step=16.ckpt
+    path: artifacts/epoch=1-step=314.ckpt
     type: model
diff --git a/results/metrics.json b/results/metrics.json
index 537763f8c..e783a389f 100644
--- a/results/metrics.json
+++ b/results/metrics.json
@@ -1,14 +1,18 @@
 {
-    "val": {
-        "loss": 0.871090829372406,
-        "acc": 0.012735245749354362
-    },
-    "epoch": 0,
-    "step": 15,
     "train": {
+        "step": {
+            "loss": 0.27118900418281555,
+            "acc": 0.06921477615833282
+        },
         "epoch": {
-            "loss": 1.7466247081756592,
-            "acc": 0.01202675886452198
+            "loss": 0.2750683128833771,
+            "acc": 0.05900849029421806
         }
+    },
+    "epoch": 1,
+    "step": 313,
+    "val": {
+        "loss": 0.26257047057151794,
+        "acc": 0.06994836777448654
     }
 }
diff --git a/results/params.yaml b/results/params.yaml
index 7a4fb2e19..d4b3f88fc 100644
--- a/results/params.yaml
+++ b/results/params.yaml
@@ -1,3 +1,3 @@
-optim_params:
-  lr: 0.01
 latent_dim: 8
+optim_params:
+  lr: 0.009
diff --git a/results/plots/metrics/epoch.tsv b/results/plots/metrics/epoch.tsv
index 9c404b6cb..e1490161d 100644
--- a/results/plots/metrics/epoch.tsv
+++ b/results/plots/metrics/epoch.tsv
@@ -1,3 +1,11 @@
 step	epoch
-15	0
-15	0
+49	0
+99	0
+149	0
+156	0
+156	0
+199	1
+249	1
+299	1
+313	1
+313	1
diff --git a/results/plots/metrics/train/epoch/acc.tsv b/results/plots/metrics/train/epoch/acc.tsv
index 366d6504d..162b6cdb5 100644
--- a/results/plots/metrics/train/epoch/acc.tsv
+++ b/results/plots/metrics/train/epoch/acc.tsv
@@ -1,2 +1,3 @@
 step	acc
-15	0.01202675886452198
+156	0.027291731908917427
+313	0.05900849029421806
diff --git a/results/plots/metrics/train/epoch/loss.tsv b/results/plots/metrics/train/epoch/loss.tsv
index b78bef5f1..d37f0fba6 100644
--- a/results/plots/metrics/train/epoch/loss.tsv
+++ b/results/plots/metrics/train/epoch/loss.tsv
@@ -1,2 +1,3 @@
 step	loss
-15	1.7466247081756592
+156	0.44763797521591187
+313	0.2750683128833771
diff --git a/results/plots/metrics/train/step/acc.tsv b/results/plots/metrics/train/step/acc.tsv
new file mode 100644
index 000000000..83fa00f37
--- /dev/null
+++ b/results/plots/metrics/train/step/acc.tsv
@@ -0,0 +1,7 @@
+step	acc
+49	0.019934747368097305
+99	0.03165007382631302
+149	0.042517878115177155
+199	0.04552024230360985
+249	0.063819520175457
+299	0.06921477615833282
diff --git a/results/plots/metrics/train/step/loss.tsv b/results/plots/metrics/train/step/loss.tsv
new file mode 100644
index 000000000..50ece3516
--- /dev/null
+++ b/results/plots/metrics/train/step/loss.tsv
@@ -0,0 +1,7 @@
+step	loss
+49	0.35641106963157654
+99	0.3244558572769165
+149	0.2955430746078491
+199	0.2739129960536957
+249	0.2627813220024109
+299	0.27118900418281555
diff --git a/results/plots/metrics/val/acc.tsv b/results/plots/metrics/val/acc.tsv
new file mode 100644
index 000000000..a2d491284
--- /dev/null
+++ b/results/plots/metrics/val/acc.tsv
@@ -0,0 +1,3 @@
+step	acc
+156	0.041722372174263
+313	0.06994836777448654
diff --git a/results/plots/metrics/val/loss.tsv b/results/plots/metrics/val/loss.tsv
new file mode 100644
index 000000000..3b07a8d11
--- /dev/null
+++ b/results/plots/metrics/val/loss.tsv
@@ -0,0 +1,3 @@
+step	loss
+156	0.29371124505996704
+313	0.26257047057151794
diff --git a/results/report.html b/results/report.html
index 56e441a14..8813a6902 100644
--- a/results/report.html
+++ b/results/report.html
@@ -22,10 +22,10 @@
             <div style="display: flex;justify-content: center;">
                 <table>
 <thead>
-<tr><th style="text-align: right;">  optim_params.lr</th><th style="text-align: right;">  latent_dim</th></tr>
+<tr><th style="text-align: right;">  latent_dim</th><th style="text-align: right;">  optim_params.lr</th></tr>
 </thead>
 <tbody>
-<tr><td style="text-align: right;">             0.01</td><td style="text-align: right;">           8</td></tr>
+<tr><td style="text-align: right;">           8</td><td style="text-align: right;">            0.009</td></tr>
 </tbody>
 </table>
             </div>
@@ -36,10 +36,10 @@
             <div style="display: flex;justify-content: center;">
                 <table>
 <thead>
-<tr><th style="text-align: right;">  val.loss</th><th style="text-align: right;">  val.acc</th><th style="text-align: right;">  epoch</th><th style="text-align: right;">  step</th><th style="text-align: right;">  train.epoch.loss</th><th style="text-align: right;">  train.epoch.acc</th></tr>
+<tr><th style="text-align: right;">  train.step.loss</th><th style="text-align: right;">  train.step.acc</th><th style="text-align: right;">  train.epoch.loss</th><th style="text-align: right;">  train.epoch.acc</th><th style="text-align: right;">  epoch</th><th style="text-align: right;">  step</th><th style="text-align: right;">  val.loss</th><th style="text-align: right;">  val.acc</th></tr>
 </thead>
 <tbody>
-<tr><td style="text-align: right;">  0.871091</td><td style="text-align: right;">0.0127352</td><td style="text-align: right;">      0</td><td style="text-align: right;">    15</td><td style="text-align: right;">           1.74662</td><td style="text-align: right;">        0.0120268</td></tr>
+<tr><td style="text-align: right;">         0.271189</td><td style="text-align: right;">       0.0692148</td><td style="text-align: right;">          0.275068</td><td style="text-align: right;">        0.0590085</td><td style="text-align: right;">      1</td><td style="text-align: right;">   313</td><td style="text-align: right;">   0.26257</td><td style="text-align: right;">0.0699484</td></tr>
 </tbody>
 </table>
             </div>
@@ -47,15 +47,31 @@
 
     <div id = "static_epoch">
         <script type = "text/javascript">
-            var spec = {"$schema": "https://vega.github.io/schema/vega-lite/v5.json", "data": {"values": [{"step": "15", "epoch": "0", "rev": "workspace"}, {"step": "15", "epoch": "0", "rev": "workspace"}]}, "title": "epoch", "width": 300, "height": 300, "params": [{"name": "smooth", "value": 0.001, "bind": {"input": "range", "min": 0.001, "max": 1, "step": 0.001}}], "layer": [{"mark": "line", "encoding": {"x": {"field": "step", "type": "quantitative", "title": "step"}, "y": {"field": "epoch", "type": "quantitative", "title": "epoch", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}, "tooltip": [{"field": "step", "title": "step", "type": "quantitative"}, {"field": "epoch", "title": "epoch", "type": "quantitative"}]}, "transform": [{"loess": "epoch", "on": "step", "groupby": ["rev", "filename", "field", "filename::field"], "bandwidth": {"signal": "smooth"}}]}, {"mark": {"type": "line", "opacity": 0.2}, "encoding": {"x": {"field": "step", "type": "quantitative", "title": "step"}, "y": {"field": "epoch", "type": "quantitative", "title": "epoch", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}, "tooltip": [{"field": "step", "title": "step", "type": "quantitative"}, {"field": "epoch", "title": "epoch", "type": "quantitative"}]}}, {"mark": {"type": "circle", "size": 10, "tooltip": {"content": "encoding"}}, "encoding": {"x": {"aggregate": "max", "field": "step", "type": "quantitative", "title": "step"}, "y": {"aggregate": {"argmax": "step"}, "field": "epoch", "type": "quantitative", "title": "epoch", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}}}]};
+            var spec = {"$schema": "https://vega.github.io/schema/vega-lite/v5.json", "data": {"values": [{"step": "49", "epoch": "0", "rev": "workspace"}, {"step": "99", "epoch": "0", "rev": "workspace"}, {"step": "149", "epoch": "0", "rev": "workspace"}, {"step": "156", "epoch": "0", "rev": "workspace"}, {"step": "156", "epoch": "0", "rev": "workspace"}, {"step": "199", "epoch": "1", "rev": "workspace"}, {"step": "249", "epoch": "1", "rev": "workspace"}, {"step": "299", "epoch": "1", "rev": "workspace"}, {"step": "313", "epoch": "1", "rev": "workspace"}, {"step": "313", "epoch": "1", "rev": "workspace"}]}, "title": "epoch", "width": 300, "height": 300, "params": [{"name": "smooth", "value": 0.001, "bind": {"input": "range", "min": 0.001, "max": 1, "step": 0.001}}], "layer": [{"mark": "line", "encoding": {"x": {"field": "step", "type": "quantitative", "title": "step"}, "y": {"field": "epoch", "type": "quantitative", "title": "epoch", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}, "tooltip": [{"field": "step", "title": "step", "type": "quantitative"}, {"field": "epoch", "title": "epoch", "type": "quantitative"}]}, "transform": [{"loess": "epoch", "on": "step", "groupby": ["rev", "filename", "field", "filename::field"], "bandwidth": {"signal": "smooth"}}]}, {"mark": {"type": "line", "opacity": 0.2}, "encoding": {"x": {"field": "step", "type": "quantitative", "title": "step"}, "y": {"field": "epoch", "type": "quantitative", "title": "epoch", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}, "tooltip": [{"field": "step", "title": "step", "type": "quantitative"}, {"field": "epoch", "title": "epoch", "type": "quantitative"}]}}, {"mark": {"type": "circle", "size": 10, "tooltip": {"content": "encoding"}}, "encoding": {"x": {"aggregate": "max", "field": "step", "type": "quantitative", "title": "step"}, "y": {"aggregate": {"argmax": "step"}, "field": "epoch", "type": "quantitative", "title": "epoch", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}}}]};
             vegaEmbed('#static_epoch', spec);
         </script>
     </div>
     
 
+    <div id = "static_val_loss">
+        <script type = "text/javascript">
+            var spec = {"$schema": "https://vega.github.io/schema/vega-lite/v5.json", "data": {"values": [{"step": "156", "loss": "0.29371124505996704", "rev": "workspace"}, {"step": "313", "loss": "0.26257047057151794", "rev": "workspace"}]}, "title": "val/loss", "width": 300, "height": 300, "params": [{"name": "smooth", "value": 0.001, "bind": {"input": "range", "min": 0.001, "max": 1, "step": 0.001}}], "layer": [{"mark": "line", "encoding": {"x": {"field": "step", "type": "quantitative", "title": "step"}, "y": {"field": "loss", "type": "quantitative", "title": "loss", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}, "tooltip": [{"field": "step", "title": "step", "type": "quantitative"}, {"field": "loss", "title": "loss", "type": "quantitative"}]}, "transform": [{"loess": "loss", "on": "step", "groupby": ["rev", "filename", "field", "filename::field"], "bandwidth": {"signal": "smooth"}}]}, {"mark": {"type": "line", "opacity": 0.2}, "encoding": {"x": {"field": "step", "type": "quantitative", "title": "step"}, "y": {"field": "loss", "type": "quantitative", "title": "loss", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}, "tooltip": [{"field": "step", "title": "step", "type": "quantitative"}, {"field": "loss", "title": "loss", "type": "quantitative"}]}}, {"mark": {"type": "circle", "size": 10, "tooltip": {"content": "encoding"}}, "encoding": {"x": {"aggregate": "max", "field": "step", "type": "quantitative", "title": "step"}, "y": {"aggregate": {"argmax": "step"}, "field": "loss", "type": "quantitative", "title": "loss", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}}}]};
+            vegaEmbed('#static_val_loss', spec);
+        </script>
+    </div>
+    
+
+    <div id = "static_val_acc">
+        <script type = "text/javascript">
+            var spec = {"$schema": "https://vega.github.io/schema/vega-lite/v5.json", "data": {"values": [{"step": "156", "acc": "0.041722372174263", "rev": "workspace"}, {"step": "313", "acc": "0.06994836777448654", "rev": "workspace"}]}, "title": "val/acc", "width": 300, "height": 300, "params": [{"name": "smooth", "value": 0.001, "bind": {"input": "range", "min": 0.001, "max": 1, "step": 0.001}}], "layer": [{"mark": "line", "encoding": {"x": {"field": "step", "type": "quantitative", "title": "step"}, "y": {"field": "acc", "type": "quantitative", "title": "acc", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}, "tooltip": [{"field": "step", "title": "step", "type": "quantitative"}, {"field": "acc", "title": "acc", "type": "quantitative"}]}, "transform": [{"loess": "acc", "on": "step", "groupby": ["rev", "filename", "field", "filename::field"], "bandwidth": {"signal": "smooth"}}]}, {"mark": {"type": "line", "opacity": 0.2}, "encoding": {"x": {"field": "step", "type": "quantitative", "title": "step"}, "y": {"field": "acc", "type": "quantitative", "title": "acc", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}, "tooltip": [{"field": "step", "title": "step", "type": "quantitative"}, {"field": "acc", "title": "acc", "type": "quantitative"}]}}, {"mark": {"type": "circle", "size": 10, "tooltip": {"content": "encoding"}}, "encoding": {"x": {"aggregate": "max", "field": "step", "type": "quantitative", "title": "step"}, "y": {"aggregate": {"argmax": "step"}, "field": "acc", "type": "quantitative", "title": "acc", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}}}]};
+            vegaEmbed('#static_val_acc', spec);
+        </script>
+    </div>
+    
+
     <div id = "static_train_epoch_loss">
         <script type = "text/javascript">
-            var spec = {"$schema": "https://vega.github.io/schema/vega-lite/v5.json", "data": {"values": [{"step": "15", "loss": "1.7466247081756592", "rev": "workspace"}]}, "title": "train/epoch/loss", "width": 300, "height": 300, "params": [{"name": "smooth", "value": 0.001, "bind": {"input": "range", "min": 0.001, "max": 1, "step": 0.001}}], "layer": [{"mark": "line", "encoding": {"x": {"field": "step", "type": "quantitative", "title": "step"}, "y": {"field": "loss", "type": "quantitative", "title": "loss", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}, "tooltip": [{"field": "step", "title": "step", "type": "quantitative"}, {"field": "loss", "title": "loss", "type": "quantitative"}]}, "transform": [{"loess": "loss", "on": "step", "groupby": ["rev", "filename", "field", "filename::field"], "bandwidth": {"signal": "smooth"}}]}, {"mark": {"type": "line", "opacity": 0.2}, "encoding": {"x": {"field": "step", "type": "quantitative", "title": "step"}, "y": {"field": "loss", "type": "quantitative", "title": "loss", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}, "tooltip": [{"field": "step", "title": "step", "type": "quantitative"}, {"field": "loss", "title": "loss", "type": "quantitative"}]}}, {"mark": {"type": "circle", "size": 10, "tooltip": {"content": "encoding"}}, "encoding": {"x": {"aggregate": "max", "field": "step", "type": "quantitative", "title": "step"}, "y": {"aggregate": {"argmax": "step"}, "field": "loss", "type": "quantitative", "title": "loss", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}}}]};
+            var spec = {"$schema": "https://vega.github.io/schema/vega-lite/v5.json", "data": {"values": [{"step": "156", "loss": "0.44763797521591187", "rev": "workspace"}, {"step": "313", "loss": "0.2750683128833771", "rev": "workspace"}]}, "title": "train/epoch/loss", "width": 300, "height": 300, "params": [{"name": "smooth", "value": 0.001, "bind": {"input": "range", "min": 0.001, "max": 1, "step": 0.001}}], "layer": [{"mark": "line", "encoding": {"x": {"field": "step", "type": "quantitative", "title": "step"}, "y": {"field": "loss", "type": "quantitative", "title": "loss", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}, "tooltip": [{"field": "step", "title": "step", "type": "quantitative"}, {"field": "loss", "title": "loss", "type": "quantitative"}]}, "transform": [{"loess": "loss", "on": "step", "groupby": ["rev", "filename", "field", "filename::field"], "bandwidth": {"signal": "smooth"}}]}, {"mark": {"type": "line", "opacity": 0.2}, "encoding": {"x": {"field": "step", "type": "quantitative", "title": "step"}, "y": {"field": "loss", "type": "quantitative", "title": "loss", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}, "tooltip": [{"field": "step", "title": "step", "type": "quantitative"}, {"field": "loss", "title": "loss", "type": "quantitative"}]}}, {"mark": {"type": "circle", "size": 10, "tooltip": {"content": "encoding"}}, "encoding": {"x": {"aggregate": "max", "field": "step", "type": "quantitative", "title": "step"}, "y": {"aggregate": {"argmax": "step"}, "field": "loss", "type": "quantitative", "title": "loss", "scale": {"zero": false}}, "color": {"field": "rev", "type": "nominal"}}}]};
             vegaEmbed('#static_train_epoch_loss', spec);
         </script>
     </div>
@@ -63,24 +79,24 @@
 
     <div id = "static_train_epoch_acc">
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-    <div id = "static_val_loss">
+    <div id = "static_train_step_loss">
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-            vegaEmbed('#static_val_loss', spec);
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+            vegaEmbed('#static_train_step_loss', spec);
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-    <div id = "static_val_acc">
+    <div id = "static_train_step_acc">
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-            vegaEmbed('#static_val_acc', spec);
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