Removed PyTorch wrapper nodes. They were moved to ComfyUI-Py-Wrapper extension.

This commit is contained in:
HowToSD
2025-03-10 15:54:51 -07:00
parent 5fee9ffb60
commit 60692bf9c2
338 changed files with 6 additions and 14298 deletions
File diff suppressed because one or more lines are too long
@@ -1 +0,0 @@
{"last_node_id":74,"last_link_id":97,"nodes":[{"id":73,"type":"PtFromImageTranspose","pos":[1488.2567138671875,1628.712646484375],"size":[289.79998779296875,26],"flags":{},"order":4,"mode":0,"inputs":[{"name":"image","type":"IMAGE","link":95}],"outputs":[{"name":"TENSOR","type":"TENSOR","links":[96],"slot_index":0}],"properties":{"Node name for S&R":"PtFromImageTranspose"}},{"id":74,"type":"PtInterpolateToSize","pos":[1801.049560546875,1628.712646484375],"size":[315,106],"flags":{},"order":5,"mode":0,"inputs":[{"name":"tens","type":"TENSOR","link":96}],"outputs":[{"name":"TENSOR","type":"TENSOR","links":[97],"slot_index":0}],"properties":{"Node name for S&R":"PtInterpolateToSize"},"widgets_values":[256,256,"nearest-exact"]},{"id":69,"type":"PtSqueeze","pos":[2206.266357421875,1639.8197021484375],"size":[210,60.5162467956543],"flags":{},"order":6,"mode":0,"inputs":[{"name":"tens","type":"TENSOR","link":97}],"outputs":[{"name":"TENSOR","type":"TENSOR","links":[88],"slot_index":0}],"properties":{"Node name for S&R":"PtSqueeze"},"widgets_values":[0]},{"id":55,"type":"PtPredictClassificationModel","pos":[2482.278564453125,1626.3341064453125],"size":[405.5999755859375,98],"flags":{},"order":7,"mode":0,"inputs":[{"name":"model","type":"PTMODEL","link":70},{"name":"inputs","type":"TENSOR","link":88},{"name":"class_id_to_name_map","type":"PYDICT","link":69}],"outputs":[{"name":"class_name","type":"STRING","links":[74],"slot_index":0},{"name":"class_id","type":"INT","links":null},{"name":"probability","type":"FLOAT","links":[93],"slot_index":2}],"properties":{"Node name for S&R":"PtPredictClassificationModel"},"widgets_values":[true]},{"id":56,"type":"PyStringToDict","pos":[2206.266357421875,1774.539306640625],"size":[210,81.30076599121094],"flags":{},"order":0,"mode":0,"inputs":[],"outputs":[{"name":"PYDICT","type":"PYDICT","links":[69],"slot_index":0}],"properties":{"Node name for S&R":"PyStringToDict"},"widgets_values":["{0:\"cat\", 1:\"dog\"}"]},{"id":60,"type":"PandasShowText","pos":[2970.7451171875,1629.65576171875],"size":[221.17684936523438,76],"flags":{},"order":8,"mode":0,"inputs":[{"name":"text","type":"STRING","link":74,"widget":{"name":"text"}}],"outputs":[{"name":"STRING","type":"STRING","links":null,"shape":6}],"properties":{"Node name for S&R":"PandasShowText"},"widgets_values":["","cat"]},{"id":72,"type":"CDAShowFloat","pos":[2976.763916015625,1770.6387939453125],"size":[210,76],"flags":{},"order":9,"mode":0,"inputs":[{"name":"float_scalar","type":"FLOAT","link":93,"widget":{"name":"float_scalar"}}],"outputs":[{"name":"STRING","type":"STRING","links":null,"shape":6}],"properties":{"Node name for S&R":"CDAShowFloat"},"widgets_values":[0,"0.9118371605873108"]},{"id":23,"type":"PtLoadModel","pos":[2206.266357421875,1482.663330078125],"size":[210,75.45188903808594],"flags":{},"order":3,"mode":0,"inputs":[{"name":"model","type":"PTMODEL","link":62}],"outputs":[{"name":"model","type":"PTMODEL","links":[70],"slot_index":0}],"properties":{"Node name for S&R":"PtLoadModel"},"widgets_values":["dog_cat.pt"]},{"id":57,"type":"LoadImage","pos":[1135.1787109375,1628.712646484375],"size":[315,314],"flags":{},"order":2,"mode":0,"inputs":[],"outputs":[{"name":"IMAGE","type":"IMAGE","links":[95],"slot_index":0},{"name":"MASK","type":"MASK","links":null}],"properties":{"Node name for S&R":"LoadImage"},"widgets_values":["cat.jpg","image"]},{"id":48,"type":"PtnConvModel","pos":[1801.049560546875,1306.3406982421875],"size":[315,202],"flags":{},"order":1,"mode":0,"inputs":[],"outputs":[{"name":"PTMODEL","type":"PTMODEL","links":[62],"slot_index":0}],"properties":{"Node name for S&R":"PtnConvModel"},"widgets_values":["(3,256,256)",0,2,"[32,64,128,256,512]","[3,3,3,3,3]","[1,1,1,1,1]","[True,True,True,True,True]"]}],"links":[[62,48,0,23,0,"PTMODEL"],[69,56,0,55,2,"PYDICT"],[70,23,0,55,0,"PTMODEL"],[74,55,0,60,0,"STRING"],[88,69,0,55,1,"TENSOR"],[93,55,2,72,0,"FLOAT"],[95,57,0,73,0,"IMAGE"],[96,73,0,74,0,"TENSOR"],[97,74,0,69,0,"TENSOR"]],"groups":[],"config":{},"extra":{"ds":{"scale":0.6339486400897979,"offset":[-879.509850098028,-1085.7559202042573]},"node_versions":{"data-analysis":"fd6fa94b931cd094ce5766852f5914d7291cb464","comfy-core":"v0.3.10-40-gd0f3752"},"ue_links":[]},"version":0.4}
File diff suppressed because one or more lines are too long
@@ -1 +0,0 @@
{"last_node_id":47,"last_link_id":61,"nodes":[{"id":47,"type":"PtEvaluateClassificationModel","pos":[3243.2138671875,1887.3746337890625],"size":[403.1999816894531,138],"flags":{},"order":3,"mode":0,"inputs":[{"name":"model","type":"PTMODEL","link":55},{"name":"data_loader","type":"PTDATALOADER","link":56}],"outputs":[{"name":"accuracy","type":"FLOAT","links":[57],"slot_index":0},{"name":"precision","type":"FLOAT","links":[58],"slot_index":1},{"name":"recall","type":"FLOAT","links":[59],"slot_index":2},{"name":"f1","type":"FLOAT","links":[60],"slot_index":3},{"name":"num_samples","type":"INT","links":[61],"slot_index":4}],"properties":{"Node name for S&R":"PtEvaluateClassificationModel"},"widgets_values":[true]},{"id":22,"type":"PtnLinearModel","pos":[2886.657958984375,1718.1610107421875],"size":[264.3730163574219,109.75016021728516],"flags":{},"order":0,"mode":0,"inputs":[],"outputs":[{"name":"PTMODEL","type":"PTMODEL","links":[24],"slot_index":0}],"properties":{"Node name for S&R":"PtnLinearModel"},"widgets_values":["[784,180,42,10]","[False,False,False]",3]},{"id":33,"type":"CDAShowInt","pos":[3716.05078125,2073.464111328125],"size":[210,79.09933471679688],"flags":{},"order":8,"mode":0,"inputs":[{"name":"int_scalar","type":"INT","link":61,"widget":{"name":"int_scalar"}}],"outputs":[{"name":"STRING","type":"STRING","links":null,"shape":6}],"title":"Num Samples","properties":{"Node name for S&R":"CDAShowInt"},"widgets_values":[0,"10000"]},{"id":31,"type":"CDAShowFloat","pos":[3937.552490234375,1932.3660888671875],"size":[210,76],"flags":{},"order":7,"mode":0,"inputs":[{"name":"float_scalar","type":"FLOAT","link":60,"widget":{"name":"float_scalar"}}],"outputs":[{"name":"STRING","type":"STRING","links":null,"shape":6}],"title":"F1","properties":{"Node name for S&R":"CDAShowFloat"},"widgets_values":[0,"0.8705378412983575"]},{"id":29,"type":"CDAShowFloat","pos":[3937.552490234375,1808.5174560546875],"size":[210,76],"flags":{},"order":5,"mode":0,"inputs":[{"name":"float_scalar","type":"FLOAT","link":58,"widget":{"name":"float_scalar"}}],"outputs":[{"name":"STRING","type":"STRING","links":null,"shape":6}],"title":"Precision","properties":{"Node name for S&R":"CDAShowFloat"},"widgets_values":[0,"0.8721685257742706"]},{"id":30,"type":"CDAShowFloat","pos":[3716.05078125,1932.3660888671875],"size":[210,76],"flags":{},"order":6,"mode":0,"inputs":[{"name":"float_scalar","type":"FLOAT","link":59,"widget":{"name":"float_scalar"}}],"outputs":[{"name":"STRING","type":"STRING","links":null,"shape":6}],"title":"Recall","properties":{"Node name for S&R":"CDAShowFloat"},"widgets_values":[0,"0.8715999999999999"]},{"id":28,"type":"CDAShowFloat","pos":[3716.05078125,1808.5174560546875],"size":[210,76],"flags":{},"order":4,"mode":0,"inputs":[{"name":"float_scalar","type":"FLOAT","link":57,"widget":{"name":"float_scalar"}}],"outputs":[{"name":"STRING","type":"STRING","links":null,"shape":6}],"title":"Accuracy","properties":{"Node name for S&R":"CDAShowFloat"},"widgets_values":[0,"0.8716"]},{"id":46,"type":"PtvDatasetLoader","pos":[2884.05078125,1908.8636474609375],"size":[266.8697814941406,246],"flags":{},"order":1,"mode":0,"inputs":[],"outputs":[{"name":"PTDATALOADER","type":"PTDATALOADER","links":[56],"slot_index":0}],"properties":{"Node name for S&R":"PtvDatasetLoader"},"widgets_values":["FashionMNIST",true,"",128,false,"{\"train\":False}","{\"num_workers\":1}"]},{"id":23,"type":"PtLoadModel","pos":[3243.927978515625,1718.1610107421875],"size":[397.5032653808594,67.37537384033203],"flags":{},"order":2,"mode":0,"inputs":[{"name":"model","type":"PTMODEL","link":24}],"outputs":[{"name":"model","type":"PTMODEL","links":[55],"slot_index":0}],"properties":{"Node name for S&R":"PtLoadModel"},"widgets_values":["fashion_mnist_ep5.pt"]}],"links":[[24,22,0,23,0,"PTMODEL"],[55,23,0,47,0,"PTMODEL"],[56,46,0,47,1,"PTDATALOADER"],[57,47,0,28,0,"FLOAT"],[58,47,1,29,0,"FLOAT"],[59,47,2,30,0,"FLOAT"],[60,47,3,31,0,"FLOAT"],[61,47,4,33,0,"INT"]],"groups":[],"config":{},"extra":{"ds":{"scale":0.8888542618071794,"offset":[-2627.7528215343027,-1537.849355050907]},"node_versions":{"data-analysis":"dab52eaa403a5e9cdc546aca7f7d95e41ea0a943"},"ue_links":[]},"version":0.4}
@@ -1 +0,0 @@
{"last_node_id":48,"last_link_id":62,"nodes":[{"id":47,"type":"PtEvaluateClassificationModel","pos":[3243.2138671875,1887.3746337890625],"size":[403.1999816894531,138],"flags":{},"order":3,"mode":0,"inputs":[{"name":"model","type":"PTMODEL","link":55},{"name":"data_loader","type":"PTDATALOADER","link":56}],"outputs":[{"name":"accuracy","type":"FLOAT","links":[57],"slot_index":0},{"name":"precision","type":"FLOAT","links":[58],"slot_index":1},{"name":"recall","type":"FLOAT","links":[59],"slot_index":2},{"name":"f1","type":"FLOAT","links":[60],"slot_index":3},{"name":"num_samples","type":"INT","links":[61],"slot_index":4}],"properties":{"Node name for S&R":"PtEvaluateClassificationModel"},"widgets_values":[true]},{"id":33,"type":"CDAShowInt","pos":[3716.05078125,2073.464111328125],"size":[210,79.09933471679688],"flags":{},"order":8,"mode":0,"inputs":[{"name":"int_scalar","type":"INT","link":61,"widget":{"name":"int_scalar"}}],"outputs":[{"name":"STRING","type":"STRING","links":null,"shape":6}],"title":"Num Samples","properties":{"Node name for S&R":"CDAShowInt"},"widgets_values":[0,"10000"]},{"id":31,"type":"CDAShowFloat","pos":[3937.552490234375,1932.3660888671875],"size":[210,76],"flags":{},"order":7,"mode":0,"inputs":[{"name":"float_scalar","type":"FLOAT","link":60,"widget":{"name":"float_scalar"}}],"outputs":[{"name":"STRING","type":"STRING","links":null,"shape":6}],"title":"F1","properties":{"Node name for S&R":"CDAShowFloat"},"widgets_values":[0,"0.9085886169153918"]},{"id":29,"type":"CDAShowFloat","pos":[3937.552490234375,1808.5174560546875],"size":[210,76],"flags":{},"order":5,"mode":0,"inputs":[{"name":"float_scalar","type":"FLOAT","link":58,"widget":{"name":"float_scalar"}}],"outputs":[{"name":"STRING","type":"STRING","links":null,"shape":6}],"title":"Precision","properties":{"Node name for S&R":"CDAShowFloat"},"widgets_values":[0,"0.9113484312788449"]},{"id":30,"type":"CDAShowFloat","pos":[3716.05078125,1932.3660888671875],"size":[210,76],"flags":{},"order":6,"mode":0,"inputs":[{"name":"float_scalar","type":"FLOAT","link":59,"widget":{"name":"float_scalar"}}],"outputs":[{"name":"STRING","type":"STRING","links":null,"shape":6}],"title":"Recall","properties":{"Node name for S&R":"CDAShowFloat"},"widgets_values":[0,"0.908"]},{"id":28,"type":"CDAShowFloat","pos":[3716.05078125,1808.5174560546875],"size":[210,76],"flags":{},"order":4,"mode":0,"inputs":[{"name":"float_scalar","type":"FLOAT","link":57,"widget":{"name":"float_scalar"}}],"outputs":[{"name":"STRING","type":"STRING","links":null,"shape":6}],"title":"Accuracy","properties":{"Node name for S&R":"CDAShowFloat"},"widgets_values":[0,"0.908"]},{"id":46,"type":"PtvDatasetLoader","pos":[2884.05078125,1908.8636474609375],"size":[266.8697814941406,246],"flags":{},"order":0,"mode":0,"inputs":[],"outputs":[{"name":"PTDATALOADER","type":"PTDATALOADER","links":[56],"slot_index":0}],"properties":{"Node name for S&R":"PtvDatasetLoader"},"widgets_values":["FashionMNIST",true,"",128,false,"{\"train\":False}","{\"num_workers\":1}"]},{"id":48,"type":"PtnConvModel","pos":[2846.147216796875,1629.3045654296875],"size":[315,202],"flags":{},"order":1,"mode":0,"inputs":[],"outputs":[{"name":"PTMODEL","type":"PTMODEL","links":[62],"slot_index":0}],"properties":{"Node name for S&R":"PtnConvModel"},"widgets_values":["(1,28,28)",0,10,"[32,64,128,256,512]","[3,3,3,3,1]","[1,1,1,1,0]","[True,True,True,True,False]"]},{"id":23,"type":"PtLoadModel","pos":[3243.927978515625,1718.1610107421875],"size":[397.5032653808594,67.37537384033203],"flags":{},"order":2,"mode":0,"inputs":[{"name":"model","type":"PTMODEL","link":62}],"outputs":[{"name":"model","type":"PTMODEL","links":[55],"slot_index":0}],"properties":{"Node name for S&R":"PtLoadModel"},"widgets_values":["fashion_mnist_conv_ep5.pt"]}],"links":[[55,23,0,47,0,"PTMODEL"],[56,46,0,47,1,"PTDATALOADER"],[57,47,0,28,0,"FLOAT"],[58,47,1,29,0,"FLOAT"],[59,47,2,30,0,"FLOAT"],[60,47,3,31,0,"FLOAT"],[61,47,4,33,0,"INT"],[62,48,0,23,0,"PTMODEL"]],"groups":[],"config":{},"extra":{"ds":{"scale":0.9652303192711613,"offset":[-2706.3348752184625,-1469.581964047439]},"node_versions":{"data-analysis":"11335e88b00ed3b4a5129f92d3d134854b6b4a92"},"ue_links":[]},"version":0.4}
@@ -1 +0,0 @@
{"last_node_id":56,"last_link_id":71,"nodes":[{"id":22,"type":"PtnLinearModel","pos":[2830.718017578125,1445.9212646484375],"size":[222.090087890625,128.31336975097656],"flags":{},"order":0,"mode":0,"inputs":[],"outputs":[{"name":"PTMODEL","type":"PTMODEL","links":[22,65],"slot_index":0}],"properties":{"Node name for S&R":"PtnLinearModel"},"widgets_values":["[784,180,42,10]","[False,False,False]",3]},{"id":47,"type":"PtvDatasetLoader","pos":[2830.718017578125,1652.3197021484375],"size":[239.68125915527344,246],"flags":{},"order":1,"mode":0,"inputs":[],"outputs":[{"name":"PTDATALOADER","type":"PTDATALOADER","links":[66],"slot_index":0}],"properties":{"Node name for S&R":"PtvDatasetLoader"},"widgets_values":["FashionMNIST",true,"",128,true,"{\"train\":True}","{\"num_workers\":1}"]},{"id":48,"type":"PtvDatasetLoader","pos":[2830.718017578125,1957.211181640625],"size":[239.68125915527344,246],"flags":{},"order":2,"mode":0,"inputs":[],"outputs":[{"name":"PTDATALOADER","type":"PTDATALOADER","links":[67],"slot_index":0}],"properties":{"Node name for S&R":"PtvDatasetLoader"},"widgets_values":["FashionMNIST",true,"",128,false,"{\"train\":False}","{\"num_workers\":1}"]},{"id":50,"type":"PtTrainClassificationModel","pos":[3170.615478515625,1736.97705078125],"size":[243.70773315429688,142],"flags":{},"order":9,"mode":0,"inputs":[{"name":"model","type":"PTMODEL","link":65},{"name":"train_loader","type":"PTDATALOADER","link":66},{"name":"optimizer","type":"PTOPTIMIZER","link":68},{"name":"val_loader","type":"PTDATALOADER","link":67,"shape":7}],"outputs":[{"name":"Model","type":"PTMODEL","links":[71],"slot_index":0},{"name":"train loss","type":"TENSOR","links":null},{"name":"val loss","type":"TENSOR","links":null}],"properties":{"Node name for S&R":"PtTrainClassificationModel"},"widgets_values":[5,true]},{"id":19,"type":"PtSaveModel","pos":[3464.489501953125,1694.661376953125],"size":[280.30267333984375,68.31287384033203],"flags":{},"order":10,"mode":0,"inputs":[{"name":"model","type":"PTMODEL","link":71}],"outputs":[{"name":"model full path","type":"STRING","links":[70],"slot_index":0}],"properties":{"Node name for S&R":"PtSaveModel"},"widgets_values":["fashion_mnist_ep5.pt"]},{"id":54,"type":"MarkdownNote","pos":[2582.973388671875,1955.99560546875],"size":[210,58.94380569458008],"flags":{},"order":3,"mode":0,"inputs":[],"outputs":[],"properties":{},"widgets_values":["# Load val data"],"color":"#432","bgcolor":"#653"},{"id":53,"type":"MarkdownNote","pos":[2582.973388671875,1652.8607177734375],"size":[210,58.94380569458008],"flags":{},"order":4,"mode":0,"inputs":[],"outputs":[],"properties":{},"widgets_values":["# Load train data"],"color":"#432","bgcolor":"#653"},{"id":11,"type":"PtoAdam","pos":[3170.615478515625,1445.9212646484375],"size":[265.8851013183594,108.32855224609375],"flags":{},"order":8,"mode":0,"inputs":[{"name":"model","type":"PTMODEL","link":22}],"outputs":[{"name":"PTOPTIMIZER","type":"PTOPTIMIZER","links":[68],"slot_index":0}],"properties":{"Node name for S&R":"PtoAdam"},"widgets_values":[0.001,0.9,0.999]},{"id":52,"type":"MarkdownNote","pos":[2582.973388671875,1445.9212646484375],"size":[210,58.94380569458008],"flags":{},"order":5,"mode":0,"inputs":[],"outputs":[],"properties":{},"widgets_values":["# Define model"],"color":"#432","bgcolor":"#653"},{"id":55,"type":"MarkdownNote","pos":[3170.615478515625,1953.1151123046875],"size":[210,58.94380569458008],"flags":{},"order":6,"mode":0,"inputs":[],"outputs":[],"properties":{},"widgets_values":["# Train"],"color":"#432","bgcolor":"#653"},{"id":56,"type":"MarkdownNote","pos":[3468.277099609375,1806.20458984375],"size":[210,58.94380569458008],"flags":{},"order":7,"mode":0,"inputs":[],"outputs":[],"properties":{},"widgets_values":["# Save model"],"color":"#432","bgcolor":"#653"},{"id":51,"type":"PandasShowText","pos":[3469.39404296875,1921.830078125],"size":[576.9476318359375,81.15640258789062],"flags":{},"order":11,"mode":0,"inputs":[{"name":"text","type":"STRING","link":70,"widget":{"name":"text"}}],"outputs":[{"name":"STRING","type":"STRING","links":null,"shape":6}],"properties":{"Node name for S&R":"PandasShowText"},"widgets_values":["","/home/dockeruser/comfy/ComfyUI/custom_nodes/data-analysis/models/fashion_mnist_ep5.pt"]}],"links":[[22,22,0,11,0,"PTMODEL"],[65,22,0,50,0,"PTMODEL"],[66,47,0,50,1,"PTDATALOADER"],[67,48,0,50,3,"PTDATALOADER"],[68,11,0,50,2,"PTOPTIMIZER"],[70,19,0,51,0,"STRING"],[71,50,0,19,0,"PTMODEL"]],"groups":[],"config":{},"extra":{"ds":{"scale":0.8678754334266201,"offset":[-2457.1876923760833,-1312.0857787454647]},"node_versions":{"data-analysis":"dab52eaa403a5e9cdc546aca7f7d95e41ea0a943"},"ue_links":[]},"version":0.4}
@@ -1 +0,0 @@
{"last_node_id":57,"last_link_id":73,"nodes":[{"id":50,"type":"PtTrainClassificationModel","pos":[3170.615478515625,1736.97705078125],"size":[243.70773315429688,142],"flags":{},"order":9,"mode":0,"inputs":[{"name":"model","type":"PTMODEL","link":73},{"name":"train_loader","type":"PTDATALOADER","link":66},{"name":"optimizer","type":"PTOPTIMIZER","link":68},{"name":"val_loader","type":"PTDATALOADER","link":67,"shape":7}],"outputs":[{"name":"Model","type":"PTMODEL","links":[71],"slot_index":0},{"name":"train loss","type":"TENSOR","links":null},{"name":"val loss","type":"TENSOR","links":null}],"properties":{"Node name for S&R":"PtTrainClassificationModel"},"widgets_values":[5,true]},{"id":11,"type":"PtoAdam","pos":[3170.615478515625,1445.9212646484375],"size":[265.8851013183594,108.32855224609375],"flags":{},"order":8,"mode":0,"inputs":[{"name":"model","type":"PTMODEL","link":72}],"outputs":[{"name":"PTOPTIMIZER","type":"PTOPTIMIZER","links":[68],"slot_index":0}],"properties":{"Node name for S&R":"PtoAdam"},"widgets_values":[0.001,0.9,0.999]},{"id":55,"type":"MarkdownNote","pos":[3170.615478515625,1953.1151123046875],"size":[210,58.94380569458008],"flags":{},"order":0,"mode":0,"inputs":[],"outputs":[],"properties":{},"widgets_values":["# Train"],"color":"#432","bgcolor":"#653"},{"id":56,"type":"MarkdownNote","pos":[3468.277099609375,1806.20458984375],"size":[210,58.94380569458008],"flags":{},"order":1,"mode":0,"inputs":[],"outputs":[],"properties":{},"widgets_values":["# Save model"],"color":"#432","bgcolor":"#653"},{"id":51,"type":"PandasShowText","pos":[3469.39404296875,1921.830078125],"size":[576.9476318359375,81.15640258789062],"flags":{},"order":11,"mode":0,"inputs":[{"name":"text","type":"STRING","link":70,"widget":{"name":"text"}}],"outputs":[{"name":"STRING","type":"STRING","links":null,"shape":6}],"properties":{"Node name for S&R":"PandasShowText"},"widgets_values":["","/home/dockeruser/comfy/ComfyUI/custom_nodes/data-analysis/models/fashion_mnist_conv_ep5.pt"]},{"id":53,"type":"MarkdownNote","pos":[2456.569091796875,1652.8607177734375],"size":[210,58.94380569458008],"flags":{},"order":2,"mode":0,"inputs":[],"outputs":[],"properties":{},"widgets_values":["# Load train data"],"color":"#432","bgcolor":"#653"},{"id":54,"type":"MarkdownNote","pos":[2456.569091796875,1961.218994140625],"size":[210,58.94380569458008],"flags":{},"order":3,"mode":0,"inputs":[],"outputs":[],"properties":{},"widgets_values":["# Load val data"],"color":"#432","bgcolor":"#653"},{"id":52,"type":"MarkdownNote","pos":[2456.569091796875,1384.5592041015625],"size":[210,58.94380569458008],"flags":{},"order":4,"mode":0,"inputs":[],"outputs":[],"properties":{},"widgets_values":["# Define model"],"color":"#432","bgcolor":"#653"},{"id":48,"type":"PtvDatasetLoader","pos":[2770.126708984375,1962.4345703125],"size":[309.6732482910156,246.00001525878906],"flags":{},"order":5,"mode":0,"inputs":[],"outputs":[{"name":"PTDATALOADER","type":"PTDATALOADER","links":[67],"slot_index":0}],"properties":{"Node name for S&R":"PtvDatasetLoader"},"widgets_values":["FashionMNIST",true,"",128,false,"{\"train\":False}","{\"num_workers\":1}"]},{"id":47,"type":"PtvDatasetLoader","pos":[2770.126708984375,1649.1856689453125],"size":[314.89654541015625,246],"flags":{},"order":6,"mode":0,"inputs":[],"outputs":[{"name":"PTDATALOADER","type":"PTDATALOADER","links":[66],"slot_index":0}],"properties":{"Node name for S&R":"PtvDatasetLoader"},"widgets_values":["FashionMNIST",true,"",128,true,"{\"train\":True}","{\"num_workers\":1}"]},{"id":19,"type":"PtSaveModel","pos":[3464.489501953125,1694.661376953125],"size":[280.30267333984375,68.31287384033203],"flags":{},"order":10,"mode":0,"inputs":[{"name":"model","type":"PTMODEL","link":71}],"outputs":[{"name":"model full path","type":"STRING","links":[70],"slot_index":0}],"properties":{"Node name for S&R":"PtSaveModel"},"widgets_values":["fashion_mnist_conv_ep5.pt"]},{"id":57,"type":"PtnConvModel","pos":[2770.126708984375,1380.5203857421875],"size":[315,202],"flags":{},"order":7,"mode":0,"inputs":[],"outputs":[{"name":"PTMODEL","type":"PTMODEL","links":[72,73],"slot_index":0}],"properties":{"Node name for S&R":"PtnConvModel"},"widgets_values":["(1,28,28)",0,10,"[32,64,128,256,512]","[3,3,3,3,1]","[1,1,1,1,0]","[True,True,True,True,False]"]}],"links":[[66,47,0,50,1,"PTDATALOADER"],[67,48,0,50,3,"PTDATALOADER"],[68,11,0,50,2,"PTOPTIMIZER"],[70,19,0,51,0,"STRING"],[71,50,0,19,0,"PTMODEL"],[72,57,0,11,0,"PTMODEL"],[73,57,0,50,0,"PTMODEL"]],"groups":[],"config":{},"extra":{"ds":{"scale":0.7251918251473778,"offset":[-2209.359108864266,-1203.1203019096897]},"node_versions":{"data-analysis":"11335e88b00ed3b4a5129f92d3d134854b6b4a92"},"ue_links":[]},"version":0.4}