Fix minor mistakes, tidy up demos.

examples/Image processing.lynxkite.json

@@ -1,284 +1,304 @@
 {
+  "edges": [
+    {
+      "id": "xy-edge__Open image 1output-View image 1image",
+      "source": "Open image 1",
+      "sourceHandle": "output",
+      "target": "View image 1",
+      "targetHandle": "image"
+    },
+    {
+      "id": "xy-edge__Open image 1output-Flip verically 1image",
+      "source": "Open image 1",
+      "sourceHandle": "output",
+      "target": "Flip verically 1",
+      "targetHandle": "image"
+    },
+    {
+      "id": "xy-edge__To grayscale 1output-View image 2image",
+      "source": "To grayscale 1",
+      "sourceHandle": "output",
+      "target": "View image 2",
+      "targetHandle": "image"
+    },
+    {
+      "id": "xy-edge__Flip verically 1output-Blur 1image",
+      "source": "Flip verically 1",
+      "sourceHandle": "output",
+      "target": "Blur 1",
+      "targetHandle": "image"
+    },
+    {
+      "id": "xy-edge__Blur 1output-To grayscale 1image",
+      "source": "Blur 1",
+      "sourceHandle": "output",
+      "target": "To grayscale 1",
+      "targetHandle": "image"
+    }
+  ],
   "env": "Pillow",
   "nodes": [
     {
-      "id": "Open image 1",
-      "type": "basic",
       "data": {
-        "title": "Open image",
-        "params": {
-          "filename": "https://media.licdn.com/dms/image/v2/C4E03AQEq4tdJKQiNHQ/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1657270040827?e=2147483647&v=beta&t=lDxix0_0-_K7NUFqgPdzxY5-P7f73bWpPS_XRre842c"
-        },
+        "__execution_delay": 0.0,
+        "collapsed": null,
         "display": null,
         "error": null,
+        "input_metadata": null,
         "meta": {
+          "inputs": {},
+          "name": "Open image",
           "outputs": {
             "output": {
               "name": "output",
+              "position": "right",
               "type": {
                 "type": "None"
-              },
-              "position": "right"
+              }
             }
           },
-          "name": "Open image",
-          "inputs": {},
           "params": {
             "filename": {
+              "default": null,
               "name": "filename",
               "type": {
                 "type": "<class 'str'>"
-              },
-              "default": null
+              }
             }
           },
           "type": "basic"
         },
-        "__execution_delay": 0.0,
-        "collapsed": null
+        "params": {
+          "filename": "https://media.licdn.com/dms/image/v2/C4E03AQEq4tdJKQiNHQ/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1657270040827?e=2147483647&v=beta&t=lDxix0_0-_K7NUFqgPdzxY5-P7f73bWpPS_XRre842c"
+        },
+        "status": "done",
+        "title": "Open image"
       },
+      "dragHandle": ".bg-primary",
+      "height": 222.0,
+      "id": "Open image 1",
+      "parentId": null,
       "position": {
         "x": -316.51795927908694,
         "y": 122.80901061526373
       },
-      "width": 422.0,
-      "parentId": null,
-      "height": 222.0
+      "type": "basic",
+      "width": 422.0
     },
     {
-      "id": "View image 1",
-      "type": "image",
       "data": {
-        "title": "View image",
-        "params": {},
         "display": "data:image/jpeg;base64,UklGRs4MAABXRUJQVlA4IMIMAAAwQwCdASrIAMgAPm00lUckIyIhJxZ62IANiWduul5qlEzhvdxkfl+Vnhv6FhD7Tuz723zGocTKPWUzz/go/cSgGRLnIoTI+/CRfhiE2dyv7qQHf4XvKMO//DV/1IUWCUI++SCKqaXx6eBrwxvaoybOnHqwbF0BtGv0aZSwT0CrVbRBrURF8fu8tyEq6SZtjHJeHpG3crAxzXuKoQjUj6KPBYbCozup0po1FKE/LC9EySnw+5aEmAFE7b44IpAkqTiO5Kn3lEyQWCfoO3J5uLTGMxA/Jnugb0L5EV0MH+hopq70jybXnl3Y3kr8P32qj0T5SIc1qhGq7b6zwWDKtNvv6H6WKFIZvAtBbhqzBTlWvt6T6LA/P7+UEntelg/s6afRbxo4iIl+X/NGmh24O8BDcBnf2U9+nmX0AWoPVfn/0atgky+l3xN/uwmT+SJN8Lem6g4uigHFcGenzS/MULEUvhT4eArzoTmzzzgVBAei4PgQVlXqgmUWSJN7Cc7mtwvQrhsU+oznXjvXJV+Q5xl+FXACI8nk6eB6V0yr7xP/qd/loDiYdp0VJ8wVf6IUyuX6ZTwa18rrH5LevVGL1VQR5/opmjbSHhuAwReUB0ugWnUlTDU9ss17dBjE58SD49t9/zYdqqdPfKHVCAvMM9Y5XFyTJMonKuJAcy+eo9OKo6F65EVOHIjpJw3faVvfGlTs/YSmsV/kgeWaeptEog9LtwAA/vyHKvYma/3S85e3Or58s8WkyOt4TvJ3pFT+kLuX2H4g6KJRiLkaDzschpW0aZS2suH/teNQCDhgXqwI9NCZ38PxCUVz6WZjRjwWWYUKEEHJkX9YwicPMLqolW53gDej/F9h0oMi/ei4VJYMqE265n/8ICR0gPuvmMK3mnzu0/RN+lNtMnW0FNrfc/FHgrg2TV6/hJuNmZ14IustsnfZCeqTgiHqHfhg2Yo3dOyZfbh0KrSiPhXCUVDKCkZOGol8qeZWOMKxJ7f9IGdTEied0rBGm1xT1IjN1twDa5TC2+eXPCnHeBBZ9+zEyppp5jcdBwufMZcwGqzZJFe2He8XZQKFcSFnikjgbWKl5xvSfo5KuK+lI4cpP3SSQxvkpAH+DneWxZzur0GHD4ZgP1eN+jEmlpRTF3W2RAQquukICyYtKer0tEmQ2aN9fy2B1KtiMb4dxgzbledbbvMWcVMu/8ypms7b8X5zWto9qmivqTO7AVvvRJ0gw6QetdJeTAROFC5LM/HX/MOItgYmpvc2ss1T7A8FsgPuAfB+tEERIq81fnO37k+U2+1+0bR+FfItNEARhnnmox9IyidSjJca7jwJS+xY1xl5VLRDEOHfD28ZvWf1jtXt0bRSNIijWab+Qb7EDBirCTSYAti79L/7PHO80lq2JgmhoDV4YdaGzqh78rR/cMZYAYnP/6T7/W0Tc8oL+S2YMfuM5xIc11dcySNb39Dj/RdXU9Y/UElwhT5p3SoI2PWopb4AKtAcPqj/BkzsWGWZbCZjj/6IAmcJ2Zl2XZrqw2NdH6Yeq7mIj2AGWJERhMT44PdAvx/CskJRD75ttQrbvrnBxY1EgYiOqoqr57lKzyymk2wst0vExPMhhn0u7fj4nda1wynGKGABY5jmLTzi8F26/rTAt6atndJ5sosGwltsXGAJBM1fdZNbdGEWNXOOxttFmMB4Q+wYZcLUg0VT6/5vu8GXo8qKg5Cg/YSuBVbYFc5eQfSHCXDI1CtqppOJUi+kWM7d7PlJxZTjQ8vO+k6aOnIFEpIgY4KSfn/gYQC5GrW7VDv8Zvr9lwf1fPBNr5s1w8i9q7Ttycl5EU6sxjidMrHhcuIlJLCcfwiyvKSVMSFhPKK1vcYo8G2OuDq15JcvzAIdtcJzW0PXt8ddMU7s0nty8tyZymc6htkFxq09/mbgYoywvzEck0C1FK30+g+L+zPt+c9Lq7DOTi2lBSwVt9gZkJeWenrv1J0HZiPYFQJ51Yg1alqj9p75B7XWE7LEcKvduLLHUm2dHLIFVSbuK+ClgD0Hj/dysIMLxSp18g/I5XASyDKdY5/qEb3K17nLb3GRw3bxUJyzMLe+O4v2Y/xLuKAnODmTGlMuZQlqad+dGoUbVFcJaZjzR7UK0TcGe0SLtI98KESk0IHgOSI9wGyzqJlRaoY7Yh13DPxPisty8cEoYQXoGwOAQ9DWgAJwmO9+tsVKRNZlFyhcRc1RabL+qqP5qYiQpREi6vQpIAGvl9ZV44EeG/nMWe3Ng84MUc9k7KvENMYbT3u6ikBeD0xxFPp96rMoXEljcVhCSxfrLue1dpYxivRxAiXQMhiGMnN8DBJ+v0dFnlwP2q01DP7QtHJXgS9ISFhfaNYiGhTxVMVX+J6WUrNvYxzSRoAT3rK6FFPnSvk3XxAA64DLTCtMTXoHGjbSqtp8P7LksQpKMF2TJsMX0JQtTUmBJTyKygWLRCXnepbH6SlJF7J4KKzXTElLr4bXgzk+8Elo1K8/Y1UdL8WNSvt8mFbqRixY3qUMWDnuBrOUJmzdtcSdz35c/WEU1vnHlGyiEAqx8ix2jNgaiIIF5n6MJEIbvS8J0Z/aObTqofXk1FHCE8iF9ma8nYOmV+WSj2ksCubD6fRPuUHuGm+EVkiY1W9/zpHqFRtUkHq8X84FI3Nmnx80ewDZQDiF2jhCGvlGCBGbLh09R7Fq711ZB3xEO+oTTOfPiDlEmb3frX2ohT4CghE4pMzw1UlihZzTy/uTFBlO6A6ULxETXIptExFPhAP8jqIf1j0l/xgE8ya608vnjWDU7QVoAX8ogC+YfbxWPw0cKysYMNy+4DCy3Nsjsgz9fYbjQbC0nBxn2VACmGuoqkOY5JiL+0KV5r5+P4HL80xQe4Aa7WJkjpYcUP/V0ttdAEr5haE3VlIvzXPopHOoVjKptDl5+qAFH/GkBfw42s0eUxU6uqs8//opQxvNjIbWvl+FdJzfn/xtIRN4aXjw6wxllO9LNnNtLe8eFOJMJve0l8lsbgacoCel7CzQJTs7MgH/D/JnlcxHXvVw3D1seNnVYwjL/8mT4M5HeVIoVJ2OFfg9/xDMjeJ3M1ndkjGpUQPa0YrZAcjl3rAC7cQ2ldWaTcP6A49p43tc5h4Mgp0YSddtgTYuWpABsO8BB1mILHIKKvIjE1j6oHElH7oYAAAfz9F4+VLq3r9KzDw9ls65YnMGfsgwllBno7WRgn46KyEKYBSU4PG0cI8l5/iPn9eHl5MBowRP+AScjBEITXTKCJHG+t3HmFVcGH01VI0DIlGZzu3mYjvziphP43/zVnwLMR4hmABasl8RuNkNggoQyIZv/EW00upwIMIZIzHmLW8W70l0J+hKyVw8QZ2lKX+0uGXPFz1l9GqNshKOaML34M065CU0knGLiu6yyyBS4bn1OlUlhebEtBASk4XYiVIs0T4BxyK030KSxmKiqZoKnwRZ5kCySVhQn8Zkub8mhU0KZSSQObCg3CA04Jw9sSin+KS3zKfNgAd2F9XwQALNoCKyQYOETdgYcpMk+eHM51oNKx3IXZFWqEZ2xdjvyT/zGz6ZFS4a181HFKnAJL1wcQlSGxfMTzjN/t0ypYGYpPhEunDJEazMluVMbOj3QYypA7IUDMFm2/hsZ5qqEYDVLWyNcG03JzVDgioPkDBef6eH8mhE8dqn0GOllG7GHphq6sV7j1BmB0Xd/9nlN1s7yJhEgJskXmA3QCEdVZ9vLpLIIRNmsEYFiMtYZk24+X4tk4hWQH6AkiXhBO23TMvXKeHJECct81tnilanSWVQ4Wn0xb1qmu7AXprvkcmE52TcqVZhvXT0Vv0dx5HjFO+GvZKi/RYKaxeBc5yE0E2F011Y4v1RerqDHDxHvdgc8/I3nAXHvUGjBYTXxS8EsmQphwa+Cj/zzSyC8jCJI0a3sEPldi567pmkZB2Jn1O4PzB/gxbm5z81uQ5Cjt0nTyC4yEuYTju1Ot3ZqUvWaRqfaDEhWSFA8FpBCp7286XWSWWyDfFl0NykO+VsPDdEkPnHu920u8eNMzjLqawBKYh/iKeNWEV+MHcUVEk7hm96mneQgZNJkhppAhZFeLwelTj3NMO64wLi+uvk32XqovpJ+ez57eA9xsigJRfiAmnzgkPY7+cVVH4aWevPDX0N2Pp3Z/gwNeAMINaUGoN3Ym2ZN9mZHm3+ac9UG0gfgmKNCI680O2CsIL84+W9M0wWrnZSKkGDp6bAj9Sj6fAveWK75RAShWZ1nXJB2Fu14iwSoxqjVUUcBArVAWsRBbW4Xe9vkt2bzSv8h0H0OZH/eGmEv8N7EsEFfRwC8CFM5ugG1bhnZm05rJma8FEMtgweJ52LDchngAAAAA==",
         "error": null,
+        "input_metadata": null,
         "meta": {
-          "type": "image",
-          "outputs": {},
           "inputs": {
             "image": {
               "name": "image",
+              "position": "left",
               "type": {
                 "type": "<module 'PIL.Image' from '/media/nvme/darabos/lynxkite-2024/.venv/lib/python3.11/site-packages/PIL/Image.py'>"
-              },
-              "position": "left"
+              }
             }
           },
           "name": "View image",
-          "params": {}
-        }
+          "outputs": {},
+          "params": {},
+          "type": "image"
+        },
+        "params": {},
+        "status": "done",
+        "title": "View image"
       },
+      "dragHandle": ".bg-primary",
+      "height": 288.0,
+      "id": "View image 1",
+      "parentId": null,
       "position": {
         "x": 371.2152385614552,
         "y": -243.68185336918702
       },
-      "parentId": null,
-      "width": 265.0,
-      "height": 288.0
+      "type": "image",
+      "width": 265.0
     },
     {
-      "id": "Flip verically 1",
-      "type": "basic",
       "data": {
-        "title": "Flip verically",
-        "params": {},
+        "__execution_delay": null,
+        "collapsed": true,
         "display": null,
         "error": null,
+        "input_metadata": null,
         "meta": {
+          "inputs": {
+            "image": {
+              "name": "image",
+              "position": "left",
+              "type": {
+                "type": "<module 'PIL.Image' from '/media/nvme/darabos/lynxkite-2024/.venv/lib/python3.11/site-packages/PIL/Image.py'>"
+              }
+            }
+          },
+          "name": "Flip verically",
           "outputs": {
             "output": {
-              "position": "right",
               "name": "output",
+              "position": "right",
               "type": {
                 "type": "None"
               }
             }
           },
-          "type": "basic",
           "params": {},
-          "name": "Flip verically",
-          "inputs": {
-            "image": {
-              "name": "image",
-              "position": "left",
-              "type": {
-                "type": "<module 'PIL.Image' from '/media/nvme/darabos/lynxkite-2024/.venv/lib/python3.11/site-packages/PIL/Image.py'>"
-              }
-            }
-          }
+          "type": "basic"
         },
-        "collapsed": true,
-        "__execution_delay": null
+        "params": {},
+        "status": "done",
+        "title": "Flip verically"
       },
+      "dragHandle": ".bg-primary",
+      "height": 200.0,
+      "id": "Flip verically 1",
+      "parentId": null,
       "position": {
         "x": 228.3853393986406,
         "y": 245.68255477059915
       },
-      "width": 200.0,
-      "parentId": null,
-      "height": 200.0
+      "type": "basic",
+      "width": 200.0
     },
     {
-      "id": "View image 2",
-      "type": "image",
       "data": {
-        "title": "View image",
-        "params": {},
         "display": "data:image/jpeg;base64,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",
         "error": null,
+        "input_metadata": null,
         "meta": {
-          "outputs": {},
           "inputs": {
             "image": {
+              "name": "image",
               "position": "left",
               "type": {
                 "type": "<module 'PIL.Image' from '/media/nvme/darabos/lynxkite-2024/.venv/lib/python3.11/site-packages/PIL/Image.py'>"
-              },
-              "name": "image"
+              }
             }
           },
           "name": "View image",
+          "outputs": {},
           "params": {},
           "type": "image"
-        }
+        },
+        "params": {},
+        "status": "done",
+        "title": "View image"
       },
+      "dragHandle": ".bg-primary",
+      "height": 456.0,
+      "id": "View image 2",
+      "parentId": null,
       "position": {
-        "x": 1027.1387925400982,
-        "y": 251.36630333493974
+        "x": 1068.1904563045216,
+        "y": 313.7040149772122
       },
-      "width": 222.0,
-      "height": 291.0,
-      "parentId": null
+      "type": "image",
+      "width": 398.0
     },
     {
-      "id": "To grayscale 1",
-      "type": "basic",
       "data": {
-        "title": "To grayscale",
-        "params": {},
+        "__execution_delay": null,
+        "collapsed": true,
         "display": null,
         "error": null,
-        "collapsed": true,
-        "__execution_delay": null,
+        "input_metadata": null,
         "meta": {
-          "type": "basic",
-          "params": {},
-          "outputs": {
-            "output": {
-              "type": {
-                "type": "None"
-              },
-              "position": "right",
-              "name": "output"
-            }
-          },
-          "name": "To grayscale",
           "inputs": {
             "image": {
+              "name": "image",
               "position": "left",
               "type": {
                 "type": "<module 'PIL.Image' from '/media/nvme/darabos/lynxkite-2024/.venv/lib/python3.11/site-packages/PIL/Image.py'>"
-              },
-              "name": "image"
+              }
+            }
+          },
+          "name": "To grayscale",
+          "outputs": {
+            "output": {
+              "name": "output",
+              "position": "right",
+              "type": {
+                "type": "None"
+              }
             }
-          }
-        }
+          },
+          "params": {},
+          "type": "basic"
+        },
+        "params": {},
+        "status": "done",
+        "title": "To grayscale"
       },
+      "dragHandle": ".bg-primary",
+      "height": 200.0,
+      "id": "To grayscale 1",
+      "parentId": null,
       "position": {
-        "x": 826.1911193192234,
-        "y": 579.1542134884979
+        "x": 788.18031953735,
+        "y": 541.1434137066244
       },
-      "parentId": null,
-      "width": 200.0,
-      "height": 200.0
+      "type": "basic",
+      "width": 200.0
     },
     {
-      "id": "Blur 1",
-      "type": "basic",
       "data": {
-        "title": "Blur",
-        "params": {
-          "radius": "5"
-        },
+        "__execution_delay": 0.0,
+        "collapsed": null,
         "display": null,
         "error": null,
+        "input_metadata": null,
         "meta": {
-          "type": "basic",
-          "params": {
-            "radius": {
-              "default": 5.0,
-              "name": "radius",
-              "type": {
-                "type": "<class 'float'>"
-              }
-            }
-          },
           "inputs": {
             "image": {
               "name": "image",
+              "position": "left",
               "type": {
                 "type": "<module 'PIL.Image' from '/media/nvme/darabos/lynxkite-2024/.venv/lib/python3.11/site-packages/PIL/Image.py'>"
-              },
-              "position": "left"
+              }
             }
           },
           "name": "Blur",
           "outputs": {
             "output": {
               "name": "output",
+              "position": "right",
               "type": {
                 "type": "None"
-              },
-              "position": "right"
+              }
             }
-          }
-        }
+          },
+          "params": {
+            "radius": {
+              "default": 5.0,
+              "name": "radius",
+              "type": {
+                "type": "<class 'float'>"
+              }
+            }
+          },
+          "type": "basic"
+        },
+        "params": {
+          "radius": "5"
+        },
+        "status": "done",
+        "title": "Blur"
       },
+      "dragHandle": ".bg-primary",
+      "height": 200.0,
+      "id": "Blur 1",
+      "parentId": null,
       "position": {
         "x": 505.15961556359304,
         "y": 539.8477981917164
       },
-      "parentId": null,
-      "height": 200.0,
+      "type": "basic",
       "width": 200.0
     }
-  ],
-  "edges": [
-    {
-      "id": "xy-edge__Open image 1output-View image 1image",
-      "source": "Open image 1",
-      "target": "View image 1",
-      "sourceHandle": "output",
-      "targetHandle": "image"
-    },
-    {
-      "id": "xy-edge__Open image 1output-Flip verically 1image",
-      "source": "Open image 1",
-      "target": "Flip verically 1",
-      "sourceHandle": "output",
-      "targetHandle": "image"
-    },
-    {
-      "id": "xy-edge__To grayscale 1output-View image 2image",
-      "source": "To grayscale 1",
-      "target": "View image 2",
-      "sourceHandle": "output",
-      "targetHandle": "image"
-    },
-    {
-      "id": "xy-edge__Flip verically 1output-Blur 1image",
-      "source": "Flip verically 1",
-      "target": "Blur 1",
-      "sourceHandle": "output",
-      "targetHandle": "image"
-    },
-    {
-      "id": "xy-edge__Blur 1output-To grayscale 1image",
-      "source": "Blur 1",
-      "target": "To grayscale 1",
-      "sourceHandle": "output",
-      "targetHandle": "image"
-    }
   ]
 }

examples/Model use.lynxkite.json

@@ -185,8 +185,8 @@
       "height": 282.0,
       "id": "Train/test split 1",
       "position": {
-        "x": 345.0,
-        "y": 139.0
+        "x": 349.77298999520514,
+        "y": 258.3247498801284
       },
       "type": "basic",
       "width": 259.0
@@ -266,8 +266,8 @@
       "height": 403.0,
       "id": "Import Parquet 1",
       "position": {
-        "x": -166.0,
-        "y": 112.0
+        "x": -168.95660213591873,
+        "y": 144.52262349510613
       },
       "type": "basic",
       "width": 371.0
@@ -421,7 +421,7 @@
           "type": "basic"
         },
         "params": {
-          "model_workspace": "Model definition",
+          "model_workspace": "Model definition.lynxkite.json",
           "save_as": "model"
         },
         "status": "done",
@@ -431,8 +431,8 @@
       "height": 537.0,
       "id": "Define model 1",
       "position": {
-        "x": 795.0,
-        "y": -45.0
+        "x": 769.5394853864134,
+        "y": 236.40899954470228
       },
       "type": "basic",
       "width": 498.0
@@ -635,7 +635,7 @@
           "type": "basic"
         },
         "params": {
-          "epochs": "151",
+          "epochs": "200",
           "input_mapping": "{\"map\":{\"Input__tensor_1_output\":{\"df\":\"df_train\",\"column\":\"x\"},\"Input__tensor_3_output\":{\"df\":\"df_train\",\"column\":\"y\"}}}",
           "model_name": "model"
         },
@@ -646,8 +646,8 @@
       "height": 604.0,
       "id": "Train model 2",
       "position": {
-        "x": 1399.5245787239226,
-        "y": -19.196202428593544
+        "x": 1377.350062704532,
+        "y": 9.630668396614158
       },
       "type": "basic",
       "width": 586.0
@@ -1475,157 +1475,206 @@
           "series": [
             {
               "data": [
-                6.014081001281738,
-                5.580916404724121,
-                5.274184226989746,
-                5.0237603187561035,
-                4.804426670074463,
-                4.605026721954346,
-                4.419903755187988,
-                4.246149063110352,
-                4.082696914672852,
-                3.9301321506500244,
-                3.7902746200561523,
-                3.6642696857452393,
-                3.5418264865875244,
-                3.3390703201293945,
-                2.8697218894958496,
-                2.3933401107788086,
-                2.047636032104492,
-                1.83914053440094,
-                1.7334750890731812,
-                1.6865350008010864,
-                1.666785478591919,
-                1.658176302909851,
-                1.6540385484695435,
-                1.651779055595398,
-                1.650368094444275,
-                1.6493637561798096,
-                1.6485661268234253,
-                1.6478790044784546,
-                1.6472536325454712,
-                1.6466654539108276,
-                1.6461007595062256,
-                1.6455528736114502,
-                1.6450183391571045,
-                1.6444944143295288,
-                1.643980622291565,
-                1.6434764862060547,
-                1.6429831981658936,
-                1.6424978971481323,
-                1.64202082157135,
-                1.6415510177612305,
-                1.6410887241363525,
-                1.6406346559524536,
-                1.6401888132095337,
-                1.639750361442566,
-                1.6393187046051025,
-                1.6388964653015137,
-                1.6384804248809814,
-                1.638070821762085,
-                1.6376668214797974,
-                1.6372689008712769,
-                1.6368769407272339,
-                1.6364902257919312,
-                1.636109471321106,
-                1.6357333660125732,
-                1.6353627443313599,
-                1.6349972486495972,
-                1.6346369981765747,
-                1.6342813968658447,
-                1.6339303255081177,
-                1.6335841417312622,
-                1.6332424879074097,
-                1.6329057216644287,
-                1.6325738430023193,
-                1.6322462558746338,
-                1.6319226026535034,
-                1.6316030025482178,
-                1.6312874555587769,
-                1.6309759616851807,
-                1.6306681632995605,
-                1.630364179611206,
-                1.6300634145736694,
-                1.629766821861267,
-                1.629473328590393,
-                1.6291834115982056,
-                1.628896713256836,
-                1.6286135911941528,
-                1.628333568572998,
-                1.628056526184082,
-                1.6277827024459839,
-                1.6275124549865723,
-                1.6272450685501099,
-                1.6269807815551758,
-                1.6267189979553223,
-                1.626460075378418,
-                1.6262041330337524,
-                1.625950813293457,
-                1.6256998777389526,
-                1.625451683998108,
-                1.6252059936523438,
-                1.6249629259109497,
-                1.6247217655181885,
-                1.6244832277297974,
-                1.6242470741271973,
-                1.6240129470825195,
-                1.6237813234329224,
-                1.6235517263412476,
-                1.6233243942260742,
-                1.6230992078781128,
-                1.6228758096694946,
-                1.622654676437378,
-                1.6224353313446045,
-                1.6220967769622803,
-                1.6087429523468018,
-                1.1195111274719238,
-                0.6312010288238525,
-                0.35807740688323975,
-                0.21476756036281586,
-                0.14402888715267181,
-                0.11020153015851974,
-                0.09413749724626541,
-                0.08644001930952072,
-                0.08266805112361908,
-                0.08074231445789337,
-                0.07968885451555252,
-                0.07904941588640213,
-                0.0786079540848732,
-                0.0782623365521431,
-                0.07796423882246017,
-                0.07769070565700531,
-                0.0774308443069458,
-                0.0771794393658638,
-                0.07693397998809814,
-                0.07669319212436676,
-                0.07645650207996368,
-                0.07622353732585907,
-                0.07599412649869919,
-                0.0757681354880333,
-                0.07554544508457184,
-                0.07532599568367004,
-                0.07510971277952194,
-                0.07489652186632156,
-                0.07468635588884354,
-                0.07447917759418488,
-                0.07427489757537842,
-                0.07407346367835999,
-                0.073874831199646,
-                0.07367893308401108,
-                0.07348571717739105,
-                0.07329512387514114,
-                0.07310713827610016,
-                0.07292166352272034,
-                0.07273866981267929,
-                0.07255809754133224,
-                0.072379931807518,
-                0.07220420241355896,
-                0.07203087955713272,
-                0.07185979187488556,
-                0.07169090956449509,
-                0.07152417302131653,
-                0.0713595449924469,
-                0.07119700312614441
+                6.55940055847168,
+                6.532864570617676,
+                6.317222595214844,
+                5.958171367645264,
+                5.608485221862793,
+                5.27166223526001,
+                4.9437642097473145,
+                4.621719837188721,
+                4.302500247955322,
+                3.924199342727661,
+                3.3956313133239746,
+                2.768808603286743,
+                2.3079161643981934,
+                2.0202383995056152,
+                1.8661450147628784,
+                1.791445255279541,
+                1.7561746835708618,
+                1.7389912605285645,
+                1.7301608324050903,
+                1.7253751754760742,
+                1.7226382493972778,
+                1.720971703529358,
+                1.7198742628097534,
+                1.7190840244293213,
+                1.7184607982635498,
+                1.7179292440414429,
+                1.7174499034881592,
+                1.7170003652572632,
+                1.7165690660476685,
+                1.716149926185608,
+                1.7157388925552368,
+                1.7153353691101074,
+                1.7149369716644287,
+                1.7145392894744873,
+                1.7141461372375488,
+                1.713756799697876,
+                1.7133721113204956,
+                1.7129909992218018,
+                1.71261465549469,
+                1.712242841720581,
+                1.7118747234344482,
+                1.711510181427002,
+                1.7111490964889526,
+                1.7107914686203003,
+                1.710437297821045,
+                1.7100863456726074,
+                1.709738850593567,
+                1.7093948125839233,
+                1.70905339717865,
+                1.7087154388427734,
+                1.7083803415298462,
+                1.7080481052398682,
+                1.7077194452285767,
+                1.7073934078216553,
+                1.7070705890655518,
+                1.706750512123108,
+                1.7064330577850342,
+                1.7061185836791992,
+                1.7058073282241821,
+                1.705498456954956,
+                1.7051914930343628,
+                1.7048841714859009,
+                1.7045789957046509,
+                1.7042763233184814,
+                1.7039755582809448,
+                1.7036770582199097,
+                1.703381061553955,
+                1.7030868530273438,
+                1.7027950286865234,
+                1.702505111694336,
+                1.7022191286087036,
+                1.7019346952438354,
+                1.7016525268554688,
+                1.7013723850250244,
+                1.7010945081710815,
+                1.700818419456482,
+                1.7005443572998047,
+                1.7002726793289185,
+                1.7000021934509277,
+                1.6997339725494385,
+                1.6994673013687134,
+                1.6992027759552002,
+                1.698939561843872,
+                1.6986777782440186,
+                1.6984175443649292,
+                1.6981593370437622,
+                1.6979025602340698,
+                1.6976478099822998,
+                1.6973942518234253,
+                1.6971427202224731,
+                1.696892499923706,
+                1.696643352508545,
+                1.6963953971862793,
+                1.6961476802825928,
+                1.6959006786346436,
+                1.6956558227539062,
+                1.6954121589660645,
+                1.6951699256896973,
+                1.6949294805526733,
+                1.694690227508545,
+                1.6944524049758911,
+                1.694216012954712,
+                1.6939810514450073,
+                1.6937474012374878,
+                1.6935150623321533,
+                1.6932820081710815,
+                1.6930508613586426,
+                1.6928209066390991,
+                1.6925923824310303,
+                1.692365050315857,
+                1.6921390295028687,
+                1.6919145584106445,
+                1.6916910409927368,
+                1.691468596458435,
+                1.6912479400634766,
+                1.691028356552124,
+                1.6908091306686401,
+                1.690589189529419,
+                1.690369963645935,
+                1.6901525259017944,
+                1.6899358034133911,
+                1.6897205114364624,
+                1.68950617313385,
+                1.6892932653427124,
+                1.6890813112258911,
+                1.6888707876205444,
+                1.688660979270935,
+                1.688452959060669,
+                1.6882463693618774,
+                1.688040852546692,
+                1.6878364086151123,
+                1.6876330375671387,
+                1.687430500984192,
+                1.687229037284851,
+                1.6870285272598267,
+                1.68682861328125,
+                1.686630129814148,
+                1.6864326000213623,
+                1.6862367391586304,
+                1.6860424280166626,
+                1.6858487129211426,
+                1.6856558322906494,
+                1.6854640245437622,
+                1.6852730512619019,
+                1.6850833892822266,
+                1.6848939657211304,
+                1.6847059726715088,
+                1.6845184564590454,
+                1.6843317747116089,
+                1.6841459274291992,
+                1.683961033821106,
+                1.683774709701538,
+                1.6825401782989502,
+                1.6670376062393188,
+                1.3897160291671753,
+                0.7587477564811707,
+                0.4103911221027374,
+                0.22640474140644073,
+                0.13622593879699707,
+                0.09389767050743103,
+                0.07427093386650085,
+                0.06510725617408752,
+                0.060707394033670425,
+                0.05847858265042305,
+                0.05724810063838959,
+                0.05648081749677658,
+                0.055930159986019135,
+                0.05548093467950821,
+                0.05508357286453247,
+                0.054715368896722794,
+                0.05436414107680321,
+                0.05402439832687378,
+                0.05369157716631889,
+                0.05336494371294975,
+                0.053042035549879074,
+                0.05272458866238594,
+                0.0524122379720211,
+                0.05210496485233307,
+                0.05180070549249649,
+                0.05149861425161362,
+                0.051203493028879166,
+                0.050912823528051376,
+                0.0506264828145504,
+                0.050344377756118774,
+                0.05006639286875725,
+                0.04979243874549866,
+                0.04952239617705345,
+                0.04925618693232536,
+                0.04899372160434723,
+                0.04873490333557129,
+                0.04847966134548187,
+                0.04822646081447601,
+                0.04797281324863434,
+                0.04772261530160904,
+                0.04747655615210533,
+                0.047237198799848557,
+                0.04700261726975441,
+                0.04677387326955795,
+                0.04654793068766594,
+                0.04632493481040001
               ],
               "type": "line"
             }
@@ -2143,64 +2192,64 @@
               ],
               "data": [
                 [
-                  4,
-                  "[0.76807946 0.98855817 0.08259124 0.01730657]",
-                  "[1.76807952 1.98855817 1.0825913  1.01730657]",
-                  "[2.398310661315918, 2.482480764389038, 2.3205058574676514, 2.4670262336730957]"
+                  48,
+                  "[0.77427191 0.21829212 0.12769502 0.74303615]",
+                  "[1.77427197 1.21829212 1.12769508 1.74303615]",
+                  "[2.4115757942199707, 2.461454391479492, 2.4113240242004395, 2.513977527618408]"
                 ],
                 [
-                  99,
-                  "[0.68891573 0.25576538 0.96339929 0.503833  ]",
-                  "[1.68891573 1.25576544 1.96339929 1.50383306]",
-                  "[2.6001150608062744, 2.58300518989563, 2.5226938724517822, 2.607975959777832]"
+                  28,
+                  "[0.79423058 0.07138705 0.061777   0.18766576]",
+                  "[1.79423058 1.07138705 1.061777   1.1876657 ]",
+                  "[2.076904296875, 2.2180778980255127, 2.1054983139038086, 2.2110257148742676]"
                 ],
                 [
-                  26,
-                  "[0.31518555 0.49643308 0.11509258 0.95458382]",
-                  "[1.31518555 1.49643302 1.11509252 1.95458388]",
-                  "[2.460686445236206, 2.5214929580688477, 2.4216299057006836, 2.554131507873535]"
+                  23,
+                  "[0.90817457 0.89270043 0.38583666 0.66566533]",
+                  "[1.90817451 1.89270043 1.3858366  1.66566539]",
+                  "[2.777985095977783, 2.94404673576355, 2.5277156829833984, 2.7423088550567627]"
                 ],
                 [
-                  40,
-                  "[0.44330525 0.09997386 0.89025736 0.90507984]",
-                  "[1.44330525 1.09997392 1.89025736 1.90507984]",
-                  "[2.5939838886260986, 2.5837721824645996, 2.534832715988159, 2.6243085861206055]"
+                  60,
+                  "[0.67418337 0.79634351 0.23229051 0.71345252]",
+                  "[1.67418337 1.79634356 1.23229051 1.71345258]",
+                  "[2.5981178283691406, 2.790626049041748, 2.4383764266967773, 2.6503961086273193]"
                 ],
                 [
-                  44,
-                  "[0.52784437 0.54268694 0.12358981 0.72116476]",
-                  "[1.52784443 1.54268694 1.12358975 1.7211647 ]",
-                  "[2.467513084411621, 2.5237104892730713, 2.4233744144439697, 2.5531327724456787]"
+                  37,
+                  "[0.78956431 0.87284744 0.06880784 0.03455889]",
+                  "[1.78956437 1.87284744 1.06880784 1.03455889]",
+                  "[2.224992275238037, 2.6121742725372314, 2.115370512008667, 2.3977270126342773]"
                 ],
                 [
-                  8,
-                  "[4.27091718e-01 4.89909172e-01 6.92297399e-01 2.57611275e-04]",
-                  "[1.42709172 1.48990917 1.69229746 1.00025761]",
-                  "[2.1933858394622803, 2.382107734680176, 2.1187074184417725, 2.328011989593506]"
+                  46,
+                  "[0.34084332 0.73018837 0.54168713 0.91440833]",
+                  "[1.34084332 1.73018837 1.54168713 1.91440833]",
+                  "[2.692025661468506, 2.6545825004577637, 2.6596198081970215, 2.750256299972534]"
                 ],
                 [
-                  42,
-                  "[0.75292218 0.81470108 0.49657214 0.56217098]",
-                  "[1.75292218 1.81470108 1.49657214 1.56217098]",
-                  "[2.7627859115600586, 2.660106658935547, 2.6692981719970703, 2.703057289123535]"
+                  70,
+                  "[0.47963417 0.81818312 0.48720706 0.49339259]",
+                  "[1.47963417 1.81818318 1.48720706 1.49339259]",
+                  "[2.55342960357666, 2.662219762802124, 2.4359536170959473, 2.5876569747924805]"
                 ],
                 [
-                  62,
-                  "[0.81788456 0.58174163 0.29376316 0.7971254 ]",
-                  "[1.81788456 1.58174157 1.29376316 1.79712534]",
-                  "[2.7435245513916016, 2.656848907470703, 2.682042360305786, 2.725670099258423]"
+                  86,
+                  "[0.80893755 0.92237449 0.88346356 0.93164903]",
+                  "[1.80893755 1.92237449 1.88346362 1.93164897]",
+                  "[3.142144203186035, 3.0350942611694336, 2.8731184005737305, 2.966130495071411]"
                 ],
                 [
-                  15,
-                  "[0.04508126 0.76880038 0.80721325 0.62542385]",
-                  "[1.04508126 1.76880038 1.80721331 1.62542391]",
-                  "[2.5160605907440186, 2.536039352416992, 2.410257339477539, 2.5175909996032715]"
+                  17,
+                  "[0.40167677 0.25953674 0.9407078  0.76308483]",
+                  "[1.40167677 1.25953674 1.9407078  1.76308489]",
+                  "[2.701760768890381, 2.3708462715148926, 2.77858829498291, 2.6853103637695312]"
                 ],
                 [
-                  66,
-                  "[0.02162331 0.81861657 0.92468154 0.07808572]",
-                  "[1.02162337 1.81861663 1.92468154 1.07808566]",
-                  "[2.2642712593078613, 2.4094104766845703, 2.148714065551758, 2.3313822746276855]"
+                  98,
+                  "[0.87608397 0.93200487 0.80169648 0.37758952]",
+                  "[1.87608397 1.93200493 1.80169654 1.37758946]",
+                  "[2.853145122528076, 2.880232572555542, 2.598814010620117, 2.730973482131958]"
                 ]
               ]
             },
@@ -2669,310 +2718,310 @@
               ],
               "data": [
                 [
-                  6.014081001281738
+                  6.55940055847168
                 ],
                 [
-                  5.580916404724121
+                  6.532864570617676
                 ],
                 [
-                  5.274184226989746
+                  6.317222595214844
                 ],
                 [
-                  5.0237603187561035
+                  5.958171367645264
                 ],
                 [
-                  4.804426670074463
+                  5.608485221862793
                 ],
                 [
-                  4.605026721954346
+                  5.27166223526001
                 ],
                 [
-                  4.419903755187988
+                  4.9437642097473145
                 ],
                 [
-                  4.246149063110352
+                  4.621719837188721
                 ],
                 [
-                  4.082696914672852
+                  4.302500247955322
                 ],
                 [
-                  3.9301321506500244
+                  3.924199342727661
                 ],
                 [
-                  3.7902746200561523
+                  3.3956313133239746
                 ],
                 [
-                  3.6642696857452393
+                  2.768808603286743
                 ],
                 [
-                  3.5418264865875244
+                  2.3079161643981934
                 ],
                 [
-                  3.3390703201293945
+                  2.0202383995056152
                 ],
                 [
-                  2.8697218894958496
+                  1.8661450147628784
                 ],
                 [
-                  2.3933401107788086
+                  1.791445255279541
                 ],
                 [
-                  2.047636032104492
+                  1.7561746835708618
                 ],
                 [
-                  1.83914053440094
+                  1.7389912605285645
                 ],
                 [
-                  1.7334750890731812
+                  1.7301608324050903
                 ],
                 [
-                  1.6865350008010864
+                  1.7253751754760742
                 ],
                 [
-                  1.666785478591919
+                  1.7226382493972778
                 ],
                 [
-                  1.658176302909851
+                  1.720971703529358
                 ],
                 [
-                  1.6540385484695435
+                  1.7198742628097534
                 ],
                 [
-                  1.651779055595398
+                  1.7190840244293213
                 ],
                 [
-                  1.650368094444275
+                  1.7184607982635498
                 ],
                 [
-                  1.6493637561798096
+                  1.7179292440414429
                 ],
                 [
-                  1.6485661268234253
+                  1.7174499034881592
                 ],
                 [
-                  1.6478790044784546
+                  1.7170003652572632
                 ],
                 [
-                  1.6472536325454712
+                  1.7165690660476685
                 ],
                 [
-                  1.6466654539108276
+                  1.716149926185608
                 ],
                 [
-                  1.6461007595062256
+                  1.7157388925552368
                 ],
                 [
-                  1.6455528736114502
+                  1.7153353691101074
                 ],
                 [
-                  1.6450183391571045
+                  1.7149369716644287
                 ],
                 [
-                  1.6444944143295288
+                  1.7145392894744873
                 ],
                 [
-                  1.643980622291565
+                  1.7141461372375488
                 ],
                 [
-                  1.6434764862060547
+                  1.713756799697876
                 ],
                 [
-                  1.6429831981658936
+                  1.7133721113204956
                 ],
                 [
-                  1.6424978971481323
+                  1.7129909992218018
                 ],
                 [
-                  1.64202082157135
+                  1.71261465549469
                 ],
                 [
-                  1.6415510177612305
+                  1.712242841720581
                 ],
                 [
-                  1.6410887241363525
+                  1.7118747234344482
                 ],
                 [
-                  1.6406346559524536
+                  1.711510181427002
                 ],
                 [
-                  1.6401888132095337
+                  1.7111490964889526
                 ],
                 [
-                  1.639750361442566
+                  1.7107914686203003
                 ],
                 [
-                  1.6393187046051025
+                  1.710437297821045
                 ],
                 [
-                  1.6388964653015137
+                  1.7100863456726074
                 ],
                 [
-                  1.6384804248809814
+                  1.709738850593567
                 ],
                 [
-                  1.638070821762085
+                  1.7093948125839233
                 ],
                 [
-                  1.6376668214797974
+                  1.70905339717865
                 ],
                 [
-                  1.6372689008712769
+                  1.7087154388427734
                 ],
                 [
-                  1.6368769407272339
+                  1.7083803415298462
                 ],
                 [
-                  1.6364902257919312
+                  1.7080481052398682
                 ],
                 [
-                  1.636109471321106
+                  1.7077194452285767
                 ],
                 [
-                  1.6357333660125732
+                  1.7073934078216553
                 ],
                 [
-                  1.6353627443313599
+                  1.7070705890655518
                 ],
                 [
-                  1.6349972486495972
+                  1.706750512123108
                 ],
                 [
-                  1.6346369981765747
+                  1.7064330577850342
                 ],
                 [
-                  1.6342813968658447
+                  1.7061185836791992
                 ],
                 [
-                  1.6339303255081177
+                  1.7058073282241821
                 ],
                 [
-                  1.6335841417312622
+                  1.705498456954956
                 ],
                 [
-                  1.6332424879074097
+                  1.7051914930343628
                 ],
                 [
-                  1.6329057216644287
+                  1.7048841714859009
                 ],
                 [
-                  1.6325738430023193
+                  1.7045789957046509
                 ],
                 [
-                  1.6322462558746338
+                  1.7042763233184814
                 ],
                 [
-                  1.6319226026535034
+                  1.7039755582809448
                 ],
                 [
-                  1.6316030025482178
+                  1.7036770582199097
                 ],
                 [
-                  1.6312874555587769
+                  1.703381061553955
                 ],
                 [
-                  1.6309759616851807
+                  1.7030868530273438
                 ],
                 [
-                  1.6306681632995605
+                  1.7027950286865234
                 ],
                 [
-                  1.630364179611206
+                  1.702505111694336
                 ],
                 [
-                  1.6300634145736694
+                  1.7022191286087036
                 ],
                 [
-                  1.629766821861267
+                  1.7019346952438354
                 ],
                 [
-                  1.629473328590393
+                  1.7016525268554688
                 ],
                 [
-                  1.6291834115982056
+                  1.7013723850250244
                 ],
                 [
-                  1.628896713256836
+                  1.7010945081710815
                 ],
                 [
-                  1.6286135911941528
+                  1.700818419456482
                 ],
                 [
-                  1.628333568572998
+                  1.7005443572998047
                 ],
                 [
-                  1.628056526184082
+                  1.7002726793289185
                 ],
                 [
-                  1.6277827024459839
+                  1.7000021934509277
                 ],
                 [
-                  1.6275124549865723
+                  1.6997339725494385
                 ],
                 [
-                  1.6272450685501099
+                  1.6994673013687134
                 ],
                 [
-                  1.6269807815551758
+                  1.6992027759552002
                 ],
                 [
-                  1.6267189979553223
+                  1.698939561843872
                 ],
                 [
-                  1.626460075378418
+                  1.6986777782440186
                 ],
                 [
-                  1.6262041330337524
+                  1.6984175443649292
                 ],
                 [
-                  1.625950813293457
+                  1.6981593370437622
                 ],
                 [
-                  1.6256998777389526
+                  1.6979025602340698
                 ],
                 [
-                  1.625451683998108
+                  1.6976478099822998
                 ],
                 [
-                  1.6252059936523438
+                  1.6973942518234253
                 ],
                 [
-                  1.6249629259109497
+                  1.6971427202224731
                 ],
                 [
-                  1.6247217655181885
+                  1.696892499923706
                 ],
                 [
-                  1.6244832277297974
+                  1.696643352508545
                 ],
                 [
-                  1.6242470741271973
+                  1.6963953971862793
                 ],
                 [
-                  1.6240129470825195
+                  1.6961476802825928
                 ],
                 [
-                  1.6237813234329224
+                  1.6959006786346436
                 ],
                 [
-                  1.6235517263412476
+                  1.6956558227539062
                 ],
                 [
-                  1.6233243942260742
+                  1.6954121589660645
                 ],
                 [
-                  1.6230992078781128
+                  1.6951699256896973
                 ],
                 [
-                  1.6228758096694946
+                  1.6949294805526733
                 ],
                 [
-                  1.622654676437378
+                  1.694690227508545
                 ]
               ]
             }
           },
           "other": {
-            "model": "ModelConfig(model=Sequential(\n  (0) - Identity(): Input__tensor_1_output -> START_Repeat_1_output\n  (1) - Linear(4, 4, bias=True): START_Repeat_1_output -> Linear_1_output\n  (2) - <function leaky_relu at 0x7620a30c54e0>: Linear_1_output -> Activation_1_output\n  (3) - Identity(): Activation_1_output -> START_Repeat_1_output\n  (4) - Linear(4, 4, bias=True): START_Repeat_1_output -> Linear_1_output\n  (5) - <function leaky_relu at 0x7620a30c54e0>: Linear_1_output -> Activation_1_output\n  (6) - Identity(): Activation_1_output -> END_Repeat_1_output\n  (7) - Identity(): END_Repeat_1_output -> Output_1_x\n  (8) - Identity(): Output_1_x -> Output_1_x\n), model_inputs=['Input__tensor_1_output'], model_outputs=['Output_1_x'], loss_inputs=['Input__tensor_3_output', 'Output_1_x'], loss=Sequential(\n  (0) - <function constant_vector.<locals>.<lambda> at 0x761ebc727740>: nothing -> Constant_vector_1_output\n  (1) - <built-in method add of type object at 0x76209f79ef00>: Input__tensor_3_output, Constant_vector_1_output -> Add_1_output\n  (2) - <function mse_loss at 0x7620a30c6fc0>: Output_1_x, Add_1_output -> MSE_loss_2_output\n  (3) - Identity(): MSE_loss_2_output -> loss\n), optimizer_parameters={'lr': 0.1, 'type': <OptionsFor_type.SGD: 4>}, optimizer=SGD (\nParameter Group 0\n    dampening: 0\n    differentiable: False\n    foreach: None\n    fused: None\n    lr: 0.1\n    maximize: False\n    momentum: 0\n    nesterov: False\n    weight_decay: 0\n), source_workspace='Model definition', trained=True)"
+            "model": "ModelConfig(model=Sequential(\n  (0) - Identity(): Input__tensor_1_output -> START_Repeat_1_output\n  (1) - Linear(4, 4, bias=True): START_Repeat_1_output -> Linear_1_output\n  (2) - <function leaky_relu at 0x7a324738f100>: Linear_1_output -> Activation_1_output\n  (3) - Identity(): Activation_1_output -> START_Repeat_1_output\n  (4) - Linear(4, 4, bias=True): START_Repeat_1_output -> Linear_1_output\n  (5) - <function leaky_relu at 0x7a324738f100>: Linear_1_output -> Activation_1_output\n  (6) - Identity(): Activation_1_output -> END_Repeat_1_output\n  (7) - Identity(): END_Repeat_1_output -> Output_1_x\n  (8) - Identity(): Output_1_x -> Output_1_x\n), model_inputs=['Input__tensor_1_output'], model_outputs=['Output_1_x'], loss_inputs=['Input__tensor_3_output', 'Output_1_x'], loss=Sequential(\n  (0) - <function constant_vector.<locals>.<lambda> at 0x7a3012b563e0>: nothing -> Constant_vector_1_output\n  (1) - <built-in method add of type object at 0x7a324399ef00>: Input__tensor_3_output, Constant_vector_1_output -> Add_1_output\n  (2) - <function mse_loss at 0x7a3247398c20>: Output_1_x, Add_1_output -> MSE_loss_2_output\n  (3) - Identity(): MSE_loss_2_output -> loss\n), optimizer_parameters={'lr': 0.1, 'type': <OptionsFor_type.SGD: 4>}, optimizer=SGD (\nParameter Group 0\n    dampening: 0\n    differentiable: False\n    foreach: None\n    fused: None\n    lr: 0.1\n    maximize: False\n    momentum: 0\n    nesterov: False\n    weight_decay: 0\n), source_workspace='Model definition.lynxkite.json', trained=True)"
           },
           "relations": []
         },
@@ -3079,67 +3128,67 @@
             {
               "data": [
                 [
-                  -1287.0316162109375,
-                  -197.19064331054688,
+                  -1736.5657958984375,
+                  1719.049560546875,
                   "",
-                  -10.191871643066406
+                  -14.092952728271484
                 ],
                 [
-                  1850.403076171875,
-                  -1934.8701171875,
+                  -907.293212890625,
+                  -499.864501953125,
                   "",
-                  -10.843463897705078
+                  -13.588829040527344
                 ],
                 [
-                  -2139.6982421875,
-                  2140.9306640625,
+                  261.7459716796875,
+                  1838.5341796875,
                   "",
-                  -9.693496704101562
+                  -16.032638549804688
                 ],
                 [
-                  -829.4639892578125,
-                  1453.0125732421875,
+                  -2163.96533203125,
+                  -1887.328125,
                   "",
-                  -12.964160919189453
+                  -11.786212921142578
                 ],
                 [
-                  -2034.95068359375,
-                  -2228.56005859375,
+                  1305.711669921875,
+                  -779.961181640625,
                   "",
-                  -8.494583129882812
+                  -13.029867172241211
                 ],
                 [
-                  775.7841796875,
-                  -987.1351318359375,
+                  2229.743408203125,
+                  -2041.06298828125,
                   "",
-                  -7.914520263671875
+                  -12.392581939697266
                 ],
                 [
-                  -834.7413330078125,
-                  -1010.576904296875,
+                  2131.1240234375,
+                  2083.50732421875,
                   "",
-                  -11.352218627929688
+                  -11.095306396484375
                 ],
                 [
-                  1341.696044921875,
-                  327.52203369140625,
+                  -1227.827880859375,
+                  425.2873840332031,
                   "",
-                  -12.275350570678711
+                  -16.72292709350586
                 ],
                 [
-                  2031.8687744140625,
-                  1949.9718017578125,
+                  721.362548828125,
+                  242.73641967773438,
                   "",
-                  -11.710403442382812
+                  -15.357608795166016
                 ],
                 [
-                  506.062255859375,
-                  1029.9742431640625,
+                  -80.076904296875,
+                  -2056.202880859375,
                   "",
-                  -8.997444152832031
+                  -14.75583267211914
                 ]
               ],
-              "symbolSize": 15.811388300841896,
+              "symbolSize": 39.81071705534973,
               "type": "scatter"
             }
           ],
@@ -3166,8 +3215,8 @@
                 "#FDE725"
               ]
             },
-            "max": -7.914520263671875,
-            "min": -12.964160919189453,
+            "max": -11.095306396484375,
+            "min": -16.72292709350586,
             "right": 10,
             "top": "center"
           },
@@ -3254,6 +3303,43 @@
                 "type": "<class 'str'>"
               }
             },
+            "metric": {
+              "default": "euclidean",
+              "name": "metric",
+              "type": {
+                "enum": [
+                  "l1",
+                  "cityblock",
+                  "taxicab",
+                  "manhattan",
+                  "euclidean",
+                  "l2",
+                  "sqeuclidean",
+                  "canberra",
+                  "minkowski",
+                  "chebyshev",
+                  "linf",
+                  "cosine",
+                  "correlation",
+                  "hellinger",
+                  "hamming"
+                ]
+              }
+            },
+            "min_dist": {
+              "default": 0.1,
+              "name": "min_dist",
+              "type": {
+                "type": "<class 'float'>"
+              }
+            },
+            "n_neighbors": {
+              "default": 15.0,
+              "name": "n_neighbors",
+              "type": {
+                "type": "<class 'int'>"
+              }
+            },
             "table_name": {
               "default": "nodes",
               "name": "table_name",
@@ -3269,10 +3355,6 @@
               }
             }
           },
-          "position": {
-            "x": 943.0,
-            "y": 315.0
-          },
           "type": "visualization"
         },
         "params": {

lynxkite-graph-analytics/src/lynxkite_graph_analytics/ml_ops.py

@@ -36,8 +36,7 @@ def define_model(
 ):
     """Trains the selected model on the selected dataset. Most training parameters are set in the model definition."""
     assert model_workspace, "Model workspace is unset."
-    ws = load_ws(model_workspace)
-    # Build the model without inputs, to get its interface.
+    ws = load_ws(model_workspace + ".lynxkite.json")
     m = pytorch_core.build_model(ws)
     m.source_workspace = model_workspace
     bundle = bundle.copy()
@@ -136,11 +135,6 @@ def view_loss(bundle: core.Bundle):
     return v
 
 
-@op("Reduce dimensions")
-def reduce_dimensions(bundle: core.Bundle):
-    return
-
-
 VIRIDIS = [
     "#440154",
     "#482777",

lynxkite-pillow-example/src/lynxkite_pillow_example/__init__.py

@@ -35,7 +35,7 @@ def flip_horizontally(image: Image):
     return image.transpose(Image.Transpose.FLIP_LEFT_RIGHT)
 
 
-@op("Flip verically")
+@op("Flip vertically")
 def flip_vertically(image: Image):
     return image.transpose(Image.Transpose.FLIP_TOP_BOTTOM)