add previous_logs

.gitattributes

@@ -32,3 +32,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 *.ckpt filter=lfs diff=lfs merge=lfs -text
+previous_logs/ filter=lfs diff=lfs merge=lfs -text

previous_logs/2022-10-19T11-48-21_lego/checkpoints/last.ckpt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60c6a7d622aa5ab9b79d60620173d9594dc07c5451e394f45ddf961082b6353c
+size 7703809394

previous_logs/2022-10-19T11-48-21_lego/configs/2022-10-19T11-48-21-lightning.yaml

@@ -0,0 +1,30 @@
+lightning:
+  find_unused_parameters: false
+  modelcheckpoint:
+    params:
+      every_n_train_steps: 5000
+      save_top_k: -1
+      monitor: null
+  callbacks:
+    image_logger:
+      target: main.ImageLogger
+      params:
+        batch_frequency: 2000
+        max_images: 4
+        increase_log_steps: false
+        log_first_step: true
+        log_all_val: true
+        log_images_kwargs:
+          use_ema_scope: true
+          inpaint: false
+          plot_progressive_rows: false
+          plot_diffusion_rows: false
+          'N': 4
+          unconditional_guidance_scale: 3.0
+          unconditional_guidance_label:
+          - ''
+  trainer:
+    benchmark: true
+    num_sanity_val_steps: 0
+    accumulate_grad_batches: 1
+    check_val_every_n_epoch: 10

previous_logs/2022-10-19T11-48-21_lego/configs/2022-10-19T11-48-21-project.yaml

@@ -0,0 +1,106 @@
+model:
+  base_learning_rate: 0.0001
+  target: ldm.models.diffusion.ddpm.LatentDiffusion
+  params:
+    linear_start: 0.00085
+    linear_end: 0.012
+    num_timesteps_cond: 1
+    log_every_t: 200
+    timesteps: 1000
+    first_stage_key: image
+    cond_stage_key: txt
+    image_size: 64
+    channels: 4
+    cond_stage_trainable: false
+    conditioning_key: crossattn
+    scale_factor: 0.18215
+    scheduler_config:
+      target: ldm.lr_scheduler.LambdaLinearScheduler
+      params:
+        warm_up_steps:
+        - 1
+        cycle_lengths:
+        - 10000000000000
+        f_start:
+        - 1.0e-06
+        f_max:
+        - 1.0
+        f_min:
+        - 1.0
+    unet_config:
+      target: ldm.modules.diffusionmodules.openaimodel.UNetModel
+      params:
+        image_size: 32
+        in_channels: 4
+        out_channels: 4
+        model_channels: 320
+        attention_resolutions:
+        - 4
+        - 2
+        - 1
+        num_res_blocks: 2
+        channel_mult:
+        - 1
+        - 2
+        - 4
+        - 4
+        num_heads: 8
+        use_spatial_transformer: true
+        transformer_depth: 1
+        context_dim: 768
+        use_checkpoint: true
+        legacy: false
+    first_stage_config:
+      target: ldm.models.autoencoder.AutoencoderKL
+      ckpt_path: models/first_stage_models/kl-f8/model.ckpt
+      params:
+        embed_dim: 4
+        monitor: val/rec_loss
+        ddconfig:
+          double_z: true
+          z_channels: 4
+          resolution: 256
+          in_channels: 3
+          out_ch: 3
+          ch: 128
+          ch_mult:
+          - 1
+          - 2
+          - 4
+          - 4
+          num_res_blocks: 2
+          attn_resolutions: []
+          dropout: 0.0
+        lossconfig:
+          target: torch.nn.Identity
+    cond_stage_config:
+      target: ldm.modules.encoders.modules.FrozenCLIPEmbedder
+data:
+  target: main.DataModuleFromConfig
+  params:
+    batch_size: 2
+    num_workers: 4
+    num_val_workers: 0
+    train:
+      target: ldm.data.simple.hf_dataset
+      params:
+        name: HoneyTylenol/Lego_face
+        image_transforms:
+        - target: torchvision.transforms.Resize
+          params:
+            size: 512
+            interpolation: 3
+        - target: torchvision.transforms.RandomCrop
+          params:
+            size: 512
+        - target: torchvision.transforms.RandomHorizontalFlip
+    validation:
+      target: ldm.data.simple.TextOnly
+      params:
+        captions:
+        - A pokemon with green eyes, large wings, and a hat
+        - A cute bunny rabbit
+        - Yoda
+        - An epic landscape photo of a mountain
+        output_size: 512
+        n_gpus: 1

previous_logs/2022-10-19T11-48-21_lego/testtube/version_0/meta.experiment

@@ -0,0 +1 @@
+{"name": "testtube", "version": 0, "tags_path": "logs/2022-10-19T11-48-21_lego/testtube/version_0/meta_tags.csv", "metrics_path": "logs/2022-10-19T11-48-21_lego/testtube/version_0/metrics.csv", "autosave": false, "description": null, "created_at": "2022-10-19 11:49:14.887351", "exp_hash": "testtube_v0"}

previous_logs/2022-10-19T11-48-21_lego/testtube/version_0/meta_tags.csv

@@ -0,0 +1 @@
+key,value

previous_logs/2022-10-19T11-48-21_lego/testtube/version_0/metrics.csv

@@ -0,0 +1 @@
+

previous_logs/2022-10-19T11-48-21_lego/testtube/version_0/tf/events.out.tfevents.1666180154.instance-1.18039.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a3afcfbad485dfb92a4226148d1b2468784fbb1b4fea946731ce5eab72569139
+size 40

previous_logs/2022-10-19T11-50-36_lego/checkpoints/epoch=000003.ckpt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f47edbc6a488fbfabbe80d5b37d4924840c0f2a4e80eb024826691c4f4d9c1dc
+size 14580603864

previous_logs/2022-10-19T11-50-36_lego/checkpoints/epoch=000006.ckpt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b65d5ae0c0ba6534789f87b4ea6b8a4b216a5245a3c869e5b53467b053c1cb82
+size 251920384

previous_logs/2022-10-19T11-50-36_lego/checkpoints/last.ckpt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:43eaccdf6a79847d9aaf14a35866d24705c89d404e99eb304c407b39a36c26a7
+size 14580603928

previous_logs/2022-10-19T11-50-36_lego/configs/2022-10-19T11-50-36-lightning.yaml

@@ -0,0 +1,32 @@
+lightning:
+  find_unused_parameters: false
+  modelcheckpoint:
+    params:
+      every_n_train_steps: 5000
+      save_top_k: -1
+      monitor: null
+  callbacks:
+    image_logger:
+      target: main.ImageLogger
+      params:
+        batch_frequency: 2000
+        max_images: 4
+        increase_log_steps: false
+        log_first_step: true
+        log_all_val: true
+        log_images_kwargs:
+          use_ema_scope: true
+          inpaint: false
+          plot_progressive_rows: false
+          plot_diffusion_rows: false
+          'N': 4
+          unconditional_guidance_scale: 3.0
+          unconditional_guidance_label:
+          - ''
+  trainer:
+    benchmark: true
+    num_sanity_val_steps: 0
+    accumulate_grad_batches: 1
+    accelerator: ddp
+    check_val_every_n_epoch: 10
+    gpus: 1

previous_logs/2022-10-19T11-50-36_lego/configs/2022-10-19T11-50-36-project.yaml

@@ -0,0 +1,106 @@
+model:
+  base_learning_rate: 0.0001
+  target: ldm.models.diffusion.ddpm.LatentDiffusion
+  params:
+    linear_start: 0.00085
+    linear_end: 0.012
+    num_timesteps_cond: 1
+    log_every_t: 200
+    timesteps: 1000
+    first_stage_key: image
+    cond_stage_key: txt
+    image_size: 64
+    channels: 4
+    cond_stage_trainable: false
+    conditioning_key: crossattn
+    scale_factor: 0.18215
+    scheduler_config:
+      target: ldm.lr_scheduler.LambdaLinearScheduler
+      params:
+        warm_up_steps:
+        - 1
+        cycle_lengths:
+        - 10000000000000
+        f_start:
+        - 1.0e-06
+        f_max:
+        - 1.0
+        f_min:
+        - 1.0
+    unet_config:
+      target: ldm.modules.diffusionmodules.openaimodel.UNetModel
+      params:
+        image_size: 32
+        in_channels: 4
+        out_channels: 4
+        model_channels: 320
+        attention_resolutions:
+        - 4
+        - 2
+        - 1
+        num_res_blocks: 2
+        channel_mult:
+        - 1
+        - 2
+        - 4
+        - 4
+        num_heads: 8
+        use_spatial_transformer: true
+        transformer_depth: 1
+        context_dim: 768
+        use_checkpoint: true
+        legacy: false
+    first_stage_config:
+      target: ldm.models.autoencoder.AutoencoderKL
+      ckpt_path: models/first_stage_models/kl-f8/model.ckpt
+      params:
+        embed_dim: 4
+        monitor: val/rec_loss
+        ddconfig:
+          double_z: true
+          z_channels: 4
+          resolution: 256
+          in_channels: 3
+          out_ch: 3
+          ch: 128
+          ch_mult:
+          - 1
+          - 2
+          - 4
+          - 4
+          num_res_blocks: 2
+          attn_resolutions: []
+          dropout: 0.0
+        lossconfig:
+          target: torch.nn.Identity
+    cond_stage_config:
+      target: ldm.modules.encoders.modules.FrozenCLIPEmbedder
+data:
+  target: main.DataModuleFromConfig
+  params:
+    batch_size: 2
+    num_workers: 4
+    num_val_workers: 0
+    train:
+      target: ldm.data.simple.hf_dataset
+      params:
+        name: HoneyTylenol/Lego_face
+        image_transforms:
+        - target: torchvision.transforms.Resize
+          params:
+            size: 512
+            interpolation: 3
+        - target: torchvision.transforms.RandomCrop
+          params:
+            size: 512
+        - target: torchvision.transforms.RandomHorizontalFlip
+    validation:
+      target: ldm.data.simple.TextOnly
+      params:
+        captions:
+        - A pokemon with green eyes, large wings, and a hat
+        - A cute bunny rabbit
+        - Yoda
+        - An epic landscape photo of a mountain
+        output_size: 512
+        n_gpus: 1

previous_logs/2022-10-19T11-50-36_lego/testtube/version_0/meta.experiment

@@ -0,0 +1 @@
+{"name": "testtube", "version": 0, "tags_path": "logs/2022-10-19T11-50-36_lego/testtube/version_0/meta_tags.csv", "metrics_path": "logs/2022-10-19T11-50-36_lego/testtube/version_0/metrics.csv", "autosave": false, "description": null, "created_at": "2022-10-19 11:50:59.217956", "exp_hash": "testtube_v0"}

previous_logs/2022-10-19T11-50-36_lego/testtube/version_0/meta_tags.csv

@@ -0,0 +1 @@
+key,value

previous_logs/2022-10-19T11-50-36_lego/testtube/version_0/metrics.csv

@@ -0,0 +1,405 @@
+lr-AdamW,created_at,train/loss_simple_step,train/loss_vlb_step,train/loss_step,global_step,lr_abs,epoch,train/loss_simple_epoch,train/loss_vlb_epoch,train/loss_epoch
+0.0001,2022-10-19 11:52:51.231222,,,,,,,,,
+,2022-10-19 11:52:51.889752,0.049895741045475006,0.00017439544899389148,0.049895741045475006,49.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 11:53:24.229383,,,,,,,,,
+,2022-10-19 11:53:24.886781,0.14995865523815155,0.001050289487466216,0.14995865523815155,99.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 11:53:57.226939,,,,,,,,,
+,2022-10-19 11:53:57.883709,0.18424265086650848,0.0015343633713200688,0.18424265086650848,149.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 11:54:30.223512,,,,,,,,,
+,2022-10-19 11:54:30.880704,0.15851734578609467,0.001725552836433053,0.15851734578609467,199.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 11:55:03.238194,,,,,,,,,
+,2022-10-19 11:55:03.894914,0.060613177716732025,0.00020352352294139564,0.060613177716732025,249.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 11:55:36.263813,,,,,,,,,
+,2022-10-19 11:55:36.920170,0.06085515394806862,0.00022945214004721493,0.06085515394806862,299.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 11:56:09.288301,,,,,,,,,
+,2022-10-19 11:56:09.942878,0.368942528963089,0.052982959896326065,0.368942528963089,349.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 11:56:42.292106,,,,,,,,,
+,2022-10-19 11:56:42.951037,0.1982477456331253,0.0038091649767011404,0.1982477456331253,399.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 11:57:15.294498,,,,,,,,,
+,2022-10-19 11:57:15.950483,0.34406137466430664,0.0037155263125896454,0.34406137466430664,449.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 11:57:48.292964,,,,,,,,,
+,2022-10-19 11:57:48.949138,0.06251946091651917,0.0002062443527393043,0.06251946091651917,499.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 11:58:21.298111,,,,,,,,,
+,2022-10-19 11:58:21.954825,0.02477007918059826,9.65368963079527e-05,0.02477007918059826,549.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 11:58:54.318879,,,,,,,,,
+,2022-10-19 11:58:54.977311,0.030248383060097694,0.00011144108430016786,0.030248383060097694,599.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 11:59:27.346679,,,,,,,,,
+,2022-10-19 11:59:28.003682,0.11309003829956055,0.0004539721994660795,0.11309003829956055,649.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:00:00.378138,,,,,,,,,
+,2022-10-19 12:00:01.044259,0.21257926523685455,0.0015815859660506248,0.21257926523685455,699.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:00:33.387902,,,,,,,,,
+,2022-10-19 12:00:34.044358,0.1348278820514679,0.0009854331146925688,0.1348278820514679,749.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:01:06.408483,,,,,,,,,
+,2022-10-19 12:01:07.066228,0.1826661080121994,0.0007731966907158494,0.1826661080121994,799.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:01:39.412338,,,,,,,,,
+,2022-10-19 12:01:40.069981,0.016217246651649475,6.719071097904816e-05,0.016217246651649475,849.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:02:12.428603,,,,,,,,,
+,2022-10-19 12:02:13.085826,0.03424793481826782,0.0001211058406624943,0.03424793481826782,899.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:02:45.445772,,,,,,,,,
+,2022-10-19 12:02:46.102267,0.3418314456939697,0.003238901263102889,0.3418314456939697,949.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:03:18.475384,,,,,,,,,
+,2022-10-19 12:03:19.132839,0.15406925976276398,0.0013325810432434082,0.15406925976276398,999.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:03:51.485812,,,,,,,,,
+,2022-10-19 12:03:52.142293,0.08882065862417221,0.000292638607788831,0.08882065862417221,1049.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:04:24.491582,,,,,,,,,
+,2022-10-19 12:04:25.149762,0.13203421235084534,0.0008118727710098028,0.13203421235084534,1099.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:04:57.499223,,,,,,,,,
+,2022-10-19 12:04:58.156004,0.1343470960855484,0.0007748345378786325,0.1343470960855484,1149.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:05:30.515307,,,,,,,,,
+,2022-10-19 12:05:31.172618,0.007973629049956799,3.581016426323913e-05,0.007973629049956799,1199.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:06:03.551723,,,,,,,,,
+,2022-10-19 12:06:04.208246,0.012411016970872879,5.436630453914404e-05,0.012411016970872879,1249.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:06:36.564579,,,,,,,,,
+,2022-10-19 12:06:37.220310,0.2535870373249054,0.002941740909591317,0.2535870373249054,1299.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:07:09.588955,,,,,,,,,
+,2022-10-19 12:07:10.246052,0.10872741788625717,0.00047190330224111676,0.10872741788625717,1349.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:07:42.600248,,,,,,,,,
+,2022-10-19 12:07:43.257497,0.01973026432096958,7.677329995203763e-05,0.01973026432096958,1399.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:08:15.636582,,,,,,,,,
+,2022-10-19 12:08:16.292484,0.09670758247375488,0.0004003864305559546,0.09670758247375488,1449.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:08:48.652694,,,,,,,,,
+,2022-10-19 12:08:49.309562,0.16138514876365662,0.0012421095743775368,0.16138514876365662,1499.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:09:21.668051,,,,,,,,,
+,2022-10-19 12:09:22.323390,0.02175242081284523,8.636969869257882e-05,0.02175242081284523,1549.0,9.999999747378752e-05,0.0,,,
+0.0001,2022-10-19 12:09:54.690144,,,,,,,,,
+,2022-10-19 12:09:55.345803,0.10241670906543732,0.00034234020859003067,0.10241670906543732,1599.0,9.999999747378752e-05,0.0,,,
+,2022-10-19 12:10:03.509979,,,,,,0.0,0.09686528891324997,0.001459122053347528,0.09686528891324997
+0.0001,2022-10-19 12:10:28.641258,,,,,,,,,
+,2022-10-19 12:10:29.298547,0.3455086350440979,0.004085443913936615,0.3455086350440979,1649.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:11:01.663057,,,,,,,,,
+,2022-10-19 12:11:02.318124,0.02842184528708458,9.95502996374853e-05,0.02842184528708458,1699.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:11:34.700899,,,,,,,,,
+,2022-10-19 12:11:35.358654,0.19021710753440857,0.002105096820741892,0.19021710753440857,1749.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:12:07.804359,,,,,,,,,
+,2022-10-19 12:12:08.459488,0.01558481715619564,6.77494244882837e-05,0.01558481715619564,1799.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:12:40.812145,,,,,,,,,
+,2022-10-19 12:12:41.469100,0.07468228042125702,0.0002477741800248623,0.07468228042125702,1849.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:13:13.827572,,,,,,,,,
+,2022-10-19 12:13:14.485562,0.01762077584862709,7.206930604297668e-05,0.01762077584862709,1899.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:13:46.841390,,,,,,,,,
+,2022-10-19 12:13:47.498505,0.009765957482159138,4.624229404726066e-05,0.009765957482159138,1949.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:14:19.871579,,,,,,,,,
+,2022-10-19 12:14:20.528625,0.05914650112390518,0.0002051976916845888,0.05914650112390518,1999.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:14:52.901462,,,,,,,,,
+,2022-10-19 12:14:53.558565,0.019222883507609367,7.304111932171509e-05,0.019222883507609367,2049.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:15:25.908752,,,,,,,,,
+,2022-10-19 12:15:26.565037,0.03883801028132439,0.00013575464254245162,0.03883801028132439,2099.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:15:58.941557,,,,,,,,,
+,2022-10-19 12:15:59.598993,0.03426327928900719,0.00011985385208390653,0.03426327928900719,2149.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:16:31.954427,,,,,,,,,
+,2022-10-19 12:16:32.611258,0.020078759640455246,7.413012644974515e-05,0.020078759640455246,2199.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:17:04.987761,,,,,,,,,
+,2022-10-19 12:17:05.645658,0.029197756201028824,0.00010170038149226457,0.029197756201028824,2249.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:17:38.042708,,,,,,,,,
+,2022-10-19 12:17:38.699583,0.2034718543291092,0.0037023441400378942,0.2034718543291092,2299.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:18:11.069088,,,,,,,,,
+,2022-10-19 12:18:11.724428,0.03183150291442871,0.00011332660506013781,0.03183150291442871,2349.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:18:44.088761,,,,,,,,,
+,2022-10-19 12:18:44.746423,0.07738523185253143,0.0003011851222254336,0.07738523185253143,2399.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:19:17.125788,,,,,,,,,
+,2022-10-19 12:19:17.783448,0.02709999866783619,0.00010170199675485492,0.02709999866783619,2449.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:19:50.160544,,,,,,,,,
+,2022-10-19 12:19:50.818582,0.17105042934417725,0.00185864488594234,0.17105042934417725,2499.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:20:23.220163,,,,,,,,,
+,2022-10-19 12:20:23.877366,0.12677906453609467,0.0007771666860207915,0.12677906453609467,2549.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:20:56.248520,,,,,,,,,
+,2022-10-19 12:20:56.904001,0.023870639503002167,8.993905794341117e-05,0.023870639503002167,2599.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:21:29.298110,,,,,,,,,
+,2022-10-19 12:21:29.955498,0.051852114498615265,0.0001730751246213913,0.051852114498615265,2649.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:22:02.328020,,,,,,,,,
+,2022-10-19 12:22:02.985753,0.013504626229405403,5.872558176633902e-05,0.013504626229405403,2699.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:22:35.374266,,,,,,,,,
+,2022-10-19 12:22:36.031370,0.019597424194216728,7.69820690038614e-05,0.019597424194216728,2749.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:23:08.413902,,,,,,,,,
+,2022-10-19 12:23:09.071453,0.03808128833770752,0.00013101554941385984,0.03808128833770752,2799.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:23:41.449561,,,,,,,,,
+,2022-10-19 12:23:42.106682,0.07316896319389343,0.00026750864344649017,0.07316896319389343,2849.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:24:14.484986,,,,,,,,,
+,2022-10-19 12:24:15.142279,0.03568901866674423,0.00012572924606502056,0.03568901866674423,2899.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:24:47.535996,,,,,,,,,
+,2022-10-19 12:24:48.192610,0.06839360296726227,0.0002311725984327495,0.06839360296726227,2949.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:25:20.589605,,,,,,,,,
+,2022-10-19 12:25:21.247276,0.038975998759269714,0.0001352670369669795,0.038975998759269714,2999.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:25:53.627548,,,,,,,,,
+,2022-10-19 12:25:54.283747,0.01977328583598137,8.130212518153712e-05,0.01977328583598137,3049.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:26:26.654853,,,,,,,,,
+,2022-10-19 12:26:27.312577,0.05687117204070091,0.00020287562801968306,0.05687117204070091,3099.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:26:59.683364,,,,,,,,,
+,2022-10-19 12:27:00.341672,0.07404471188783646,0.0002853893965948373,0.07404471188783646,3149.0,9.999999747378752e-05,1.0,,,
+0.0001,2022-10-19 12:27:32.744178,,,,,,,,,
+,2022-10-19 12:27:33.400898,0.15414093434810638,0.0013755221152678132,0.15414093434810638,3199.0,9.999999747378752e-05,1.0,,,
+,2022-10-19 12:27:49.522105,,,,,,1.0,0.09384290874004364,0.0026330656837671995,0.09384290874004364
+0.0001,2022-10-19 12:28:06.740849,,,,,,,,,
+,2022-10-19 12:28:07.397664,0.007903195917606354,3.6371136957313865e-05,0.007903195917606354,3249.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:28:39.772677,,,,,,,,,
+,2022-10-19 12:28:40.427967,0.08131817728281021,0.0002687586238607764,0.08131817728281021,3299.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:29:12.817638,,,,,,,,,
+,2022-10-19 12:29:13.474522,0.249587282538414,0.013061251491308212,0.249587282538414,3349.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:29:45.855322,,,,,,,,,
+,2022-10-19 12:29:46.510738,0.08860379457473755,0.0003144779475405812,0.08860379457473755,3399.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:30:18.896176,,,,,,,,,
+,2022-10-19 12:30:19.553781,0.24841192364692688,0.0016141089145094156,0.24841192364692688,3449.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:30:51.936390,,,,,,,,,
+,2022-10-19 12:30:52.594509,0.22065812349319458,0.00443269545212388,0.22065812349319458,3499.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:31:24.975275,,,,,,,,,
+,2022-10-19 12:31:25.630442,0.3794670104980469,0.18768039345741272,0.3794670104980469,3549.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:31:58.019874,,,,,,,,,
+,2022-10-19 12:31:58.676311,0.208217591047287,0.0012474525719881058,0.208217591047287,3599.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:32:31.057571,,,,,,,,,
+,2022-10-19 12:32:31.715056,0.12224999070167542,0.0007104675751179457,0.12224999070167542,3649.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:33:04.089431,,,,,,,,,
+,2022-10-19 12:33:04.745895,0.010717527009546757,4.4702825107378885e-05,0.010717527009546757,3699.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:33:37.124419,,,,,,,,,
+,2022-10-19 12:33:37.781823,0.07002046704292297,0.00026171503122895956,0.07002046704292297,3749.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:34:10.177798,,,,,,,,,
+,2022-10-19 12:34:10.833816,0.06671880185604095,0.00024937489069998264,0.06671880185604095,3799.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:34:43.220755,,,,,,,,,
+,2022-10-19 12:34:43.877434,0.31354212760925293,0.008160890080034733,0.31354212760925293,3849.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:35:16.253174,,,,,,,,,
+,2022-10-19 12:35:16.911264,0.1009858250617981,0.0003775877121370286,0.1009858250617981,3899.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:35:49.304059,,,,,,,,,
+,2022-10-19 12:35:49.960543,0.07785870134830475,0.00035090214805677533,0.07785870134830475,3949.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:36:22.357751,,,,,,,,,
+,2022-10-19 12:36:23.014223,0.13821911811828613,0.0009147723903879523,0.13821911811828613,3999.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:36:55.381313,,,,,,,,,
+,2022-10-19 12:36:56.039008,0.17106953263282776,0.0012607501121237874,0.17106953263282776,4049.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:37:28.405875,,,,,,,,,
+,2022-10-19 12:37:29.061271,0.012484157457947731,5.7515215303283185e-05,0.012484157457947731,4099.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:38:01.544849,,,,,,,,,
+,2022-10-19 12:38:02.202026,0.10111197829246521,0.0004173642082605511,0.10111197829246521,4149.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:38:34.566666,,,,,,,,,
+,2022-10-19 12:38:35.224068,0.035946305841207504,0.0001234113151440397,0.035946305841207504,4199.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:39:07.593502,,,,,,,,,
+,2022-10-19 12:39:08.249144,0.0061964052729308605,3.076233042520471e-05,0.0061964052729308605,4249.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:39:40.612012,,,,,,,,,
+,2022-10-19 12:39:41.269583,0.22734622657299042,0.001862082164734602,0.22734622657299042,4299.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:40:13.648892,,,,,,,,,
+,2022-10-19 12:40:14.305048,0.32812806963920593,0.005341833457350731,0.32812806963920593,4349.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:40:46.678863,,,,,,,,,
+,2022-10-19 12:40:47.334507,0.07315181195735931,0.0002896098012570292,0.07315181195735931,4399.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:41:19.706537,,,,,,,,,
+,2022-10-19 12:41:20.362017,0.09490004926919937,0.0003333480271976441,0.09490004926919937,4449.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:41:52.718195,,,,,,,,,
+,2022-10-19 12:41:53.375177,0.09224362671375275,0.00030930270440876484,0.09224362671375275,4499.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:42:25.748061,,,,,,,,,
+,2022-10-19 12:42:26.405590,0.03590290993452072,0.00012226503167767078,0.03590290993452072,4549.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:42:58.784471,,,,,,,,,
+,2022-10-19 12:42:59.440760,0.04363410174846649,0.0001481105573475361,0.04363410174846649,4599.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:43:31.843903,,,,,,,,,
+,2022-10-19 12:43:32.502875,0.2098405361175537,0.0017739253817126155,0.2098405361175537,4649.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:44:04.888089,,,,,,,,,
+,2022-10-19 12:44:05.544116,0.10477043688297272,0.0003697460051625967,0.10477043688297272,4699.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:44:37.935709,,,,,,,,,
+,2022-10-19 12:44:38.591257,0.31218355894088745,0.003222645027562976,0.31218355894088745,4749.0,9.999999747378752e-05,2.0,,,
+0.0001,2022-10-19 12:45:10.967286,,,,,,,,,
+,2022-10-19 12:45:11.623129,0.011339589953422546,4.758278373628855e-05,0.011339589953422546,4799.0,9.999999747378752e-05,2.0,,,
+,2022-10-19 12:45:35.694284,,,,,,2.0,0.0941796526312828,0.0024826517328619957,0.0941796526312828
+0.0001,2022-10-19 12:45:44.973383,,,,,,,,,
+,2022-10-19 12:45:45.631508,0.15260013937950134,0.0010106582194566727,0.15260013937950134,4849.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:46:18.012358,,,,,,,,,
+,2022-10-19 12:46:18.668277,0.03396405279636383,0.00012108469672966748,0.03396405279636383,4899.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:46:51.036818,,,,,,,,,
+,2022-10-19 12:46:51.691860,0.1310558021068573,0.0005556714604608715,0.1310558021068573,4949.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:47:24.056306,,,,,,,,,
+,2022-10-19 12:49:23.751680,0.005583257880061865,3.087873483309522e-05,0.005583257880061865,4999.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:49:56.244236,,,,,,,,,
+,2022-10-19 12:49:56.902439,0.028928332030773163,0.00010266587923979387,0.028928332030773163,5049.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:50:29.304518,,,,,,,,,
+,2022-10-19 12:50:29.961021,0.02784784324467182,9.97863826341927e-05,0.02784784324467182,5099.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:51:02.340569,,,,,,,,,
+,2022-10-19 12:51:03.000745,0.005800860933959484,2.7620182663667947e-05,0.005800860933959484,5149.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:51:35.416732,,,,,,,,,
+,2022-10-19 12:51:36.074038,0.1292290985584259,0.0005576540133915842,0.1292290985584259,5199.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:52:08.469362,,,,,,,,,
+,2022-10-19 12:52:09.127318,0.053817834705114365,0.00020448231953196228,0.053817834705114365,5249.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:52:41.509652,,,,,,,,,
+,2022-10-19 12:52:42.169921,0.03633817285299301,0.00012514006812125444,0.03633817285299301,5299.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:53:14.554428,,,,,,,,,
+,2022-10-19 12:53:15.210233,0.12296941876411438,0.00047015195013955235,0.12296941876411438,5349.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:53:47.597838,,,,,,,,,
+,2022-10-19 12:53:48.254344,0.3234711289405823,0.005094742402434349,0.3234711289405823,5399.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:54:20.646100,,,,,,,,,
+,2022-10-19 12:54:21.302035,0.03401082009077072,0.00011568662011995912,0.03401082009077072,5449.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:54:53.650210,,,,,,,,,
+,2022-10-19 12:54:54.306433,0.03581090271472931,0.0001231063506565988,0.03581090271472931,5499.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:55:26.682206,,,,,,,,,
+,2022-10-19 12:55:27.337684,0.009825276210904121,4.555923806037754e-05,0.009825276210904121,5549.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:55:59.690219,,,,,,,,,
+,2022-10-19 12:56:00.347901,0.14716395735740662,0.0009699780493974686,0.14716395735740662,5599.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:56:32.713047,,,,,,,,,
+,2022-10-19 12:56:33.370433,0.31700220704078674,0.00610852986574173,0.31700220704078674,5649.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:57:05.726186,,,,,,,,,
+,2022-10-19 12:57:06.383604,0.21638748049736023,0.005489342845976353,0.21638748049736023,5699.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:57:38.762469,,,,,,,,,
+,2022-10-19 12:57:39.418537,0.07792914658784866,0.000276482489425689,0.07792914658784866,5749.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:58:11.793411,,,,,,,,,
+,2022-10-19 12:58:12.449423,0.05653420463204384,0.00018854915106203407,0.05653420463204384,5799.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:58:44.821294,,,,,,,,,
+,2022-10-19 12:58:45.477565,0.045179545879364014,0.00015673766029067338,0.045179545879364014,5849.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:59:17.829616,,,,,,,,,
+,2022-10-19 12:59:18.486391,0.011843681335449219,4.846035153605044e-05,0.011843681335449219,5899.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 12:59:50.820117,,,,,,,,,
+,2022-10-19 12:59:51.476404,0.0942910760641098,0.0004299433494452387,0.0942910760641098,5949.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 13:00:23.807917,,,,,,,,,
+,2022-10-19 13:00:24.463134,0.07578893005847931,0.00028449311503209174,0.07578893005847931,5999.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 13:00:56.805828,,,,,,,,,
+,2022-10-19 13:00:57.464876,0.029395172372460365,0.00010568914876785129,0.029395172372460365,6049.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 13:01:29.789514,,,,,,,,,
+,2022-10-19 13:01:30.445624,0.11627370864152908,0.00045149069046601653,0.11627370864152908,6099.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 13:02:02.781097,,,,,,,,,
+,2022-10-19 13:02:03.436155,0.08882327377796173,0.0002960760029964149,0.08882327377796173,6149.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 13:02:35.750291,,,,,,,,,
+,2022-10-19 13:02:36.406636,0.061839040368795395,0.00023006259289104491,0.061839040368795395,6199.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 13:03:08.794081,,,,,,,,,
+,2022-10-19 13:03:09.451531,0.16104154288768768,0.0014691383112221956,0.16104154288768768,6249.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 13:03:41.820774,,,,,,,,,
+,2022-10-19 13:03:42.476200,0.013210544362664223,5.339716881280765e-05,0.013210544362664223,6299.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 13:04:14.853892,,,,,,,,,
+,2022-10-19 13:04:15.510062,0.009056679904460907,4.292186349630356e-05,0.009056679904460907,6349.0,9.999999747378752e-05,3.0,,,
+0.0001,2022-10-19 13:04:47.891788,,,,,,,,,
+,2022-10-19 13:04:48.548741,0.03682418167591095,0.00012681676889769733,0.03682418167591095,6399.0,9.999999747378752e-05,3.0,,,
+,2022-10-19 13:05:20.533374,,,,,,3.0,0.09103960543870926,0.0016963760135695338,0.09103960543870926
+0.0001,2022-10-19 13:05:21.894878,,,,,,,,,
+,2022-10-19 13:05:22.551226,0.14049026370048523,0.001548792002722621,0.14049026370048523,6449.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:05:54.929771,,,,,,,,,
+,2022-10-19 13:05:55.587522,0.02329372987151146,8.865930431056768e-05,0.02329372987151146,6499.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:06:27.944620,,,,,,,,,
+,2022-10-19 13:06:28.599734,0.11248621344566345,0.0005834064795635641,0.11248621344566345,6549.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:07:00.993810,,,,,,,,,
+,2022-10-19 13:07:01.650699,0.21373265981674194,0.0014193032402545214,0.21373265981674194,6599.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:07:34.011364,,,,,,,,,
+,2022-10-19 13:07:34.667717,0.056011367589235306,0.0001951509912032634,0.056011367589235306,6649.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:08:07.045797,,,,,,,,,
+,2022-10-19 13:08:07.701658,0.14367946982383728,0.0011390075087547302,0.14367946982383728,6699.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:08:40.087982,,,,,,,,,
+,2022-10-19 13:08:40.745162,0.09436839818954468,0.00035226528416387737,0.09436839818954468,6749.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:09:13.121512,,,,,,,,,
+,2022-10-19 13:09:13.778858,0.035972971469163895,0.00013117486378178,0.035972971469163895,6799.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:09:46.168807,,,,,,,,,
+,2022-10-19 13:09:46.824132,0.20654341578483582,0.0019131622975692153,0.20654341578483582,6849.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:10:19.202950,,,,,,,,,
+,2022-10-19 13:10:19.859434,0.07726466655731201,0.00026369912666268647,0.07726466655731201,6899.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:10:52.277571,,,,,,,,,
+,2022-10-19 13:10:52.935902,0.00966284517198801,4.244605952408165e-05,0.00966284517198801,6949.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:11:25.305917,,,,,,,,,
+,2022-10-19 13:11:25.963438,0.1495356261730194,0.0008223602781072259,0.1495356261730194,6999.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:11:58.334922,,,,,,,,,
+,2022-10-19 13:11:58.990990,0.2893316447734833,0.005006792955100536,0.2893316447734833,7049.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:12:31.363445,,,,,,,,,
+,2022-10-19 13:12:32.018412,0.012389397248625755,5.0871469284174964e-05,0.012389397248625755,7099.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:13:04.409302,,,,,,,,,
+,2022-10-19 13:13:05.066532,0.015577567741274834,6.219530041562393e-05,0.015577567741274834,7149.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:13:37.436594,,,,,,,,,
+,2022-10-19 13:13:38.093845,0.08293715119361877,0.00028175354236736894,0.08293715119361877,7199.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:14:10.491713,,,,,,,,,
+,2022-10-19 13:14:11.147853,0.06547841429710388,0.00022971397265791893,0.06547841429710388,7249.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:14:43.518295,,,,,,,,,
+,2022-10-19 13:14:44.175070,0.25449758768081665,0.0066809277050197124,0.25449758768081665,7299.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:15:16.580929,,,,,,,,,
+,2022-10-19 13:15:17.239009,0.15390338003635406,0.0016424827044829726,0.15390338003635406,7349.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:15:49.615059,,,,,,,,,
+,2022-10-19 13:15:50.271136,0.027725106105208397,9.564615174895152e-05,0.027725106105208397,7399.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:16:22.647985,,,,,,,,,
+,2022-10-19 13:16:23.304196,0.10960134863853455,0.00044521817471832037,0.10960134863853455,7449.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:16:55.676577,,,,,,,,,
+,2022-10-19 13:16:56.333474,0.11071710288524628,0.0004158872179687023,0.11071710288524628,7499.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:17:28.783106,,,,,,,,,
+,2022-10-19 13:17:29.443126,0.06708263605833054,0.00022599834483116865,0.06708263605833054,7549.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:18:01.829649,,,,,,,,,
+,2022-10-19 13:18:02.486647,0.06485899537801743,0.0002840090892277658,0.06485899537801743,7599.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:18:34.882636,,,,,,,,,
+,2022-10-19 13:18:35.539354,0.03356228396296501,0.00011378910130588338,0.03356228396296501,7649.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:19:07.925727,,,,,,,,,
+,2022-10-19 13:19:08.583875,0.045462824404239655,0.00015653195441700518,0.045462824404239655,7699.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:19:40.954713,,,,,,,,,
+,2022-10-19 13:19:41.611486,0.08272001892328262,0.0003133891732431948,0.08272001892328262,7749.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:20:13.985078,,,,,,,,,
+,2022-10-19 13:20:14.642077,0.017442528158426285,7.001405174378306e-05,0.017442528158426285,7799.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:20:47.034183,,,,,,,,,
+,2022-10-19 13:20:47.691694,0.07224050909280777,0.0002933690557256341,0.07224050909280777,7849.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:21:20.068856,,,,,,,,,
+,2022-10-19 13:21:20.725666,0.2614727020263672,0.0032683443278074265,0.2614727020263672,7899.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:21:53.116740,,,,,,,,,
+,2022-10-19 13:21:53.772341,0.006579359993338585,3.0291304938145913e-05,0.006579359993338585,7949.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:22:26.157691,,,,,,,,,
+,2022-10-19 13:22:26.814907,0.04729586839675903,0.00016561182565055788,0.04729586839675903,7999.0,9.999999747378752e-05,4.0,,,
+0.0001,2022-10-19 13:22:59.202274,,,,,,,,,
+,2022-10-19 13:22:59.859080,0.00851701945066452,3.7576341128442436e-05,0.00851701945066452,8049.0,9.999999747378752e-05,4.0,,,
+,2022-10-19 13:23:06.724244,,,,,,4.0,0.09596892446279526,0.002332232426851988,0.09596892446279526
+0.0001,2022-10-19 13:23:33.228525,,,,,,,,,
+,2022-10-19 13:23:33.887218,0.049924086779356,0.00017113483045250177,0.049924086779356,8099.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:24:06.293583,,,,,,,,,
+,2022-10-19 13:24:06.950712,0.06520476192235947,0.0002624487678986043,0.06520476192235947,8149.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:24:39.357581,,,,,,,,,
+,2022-10-19 13:24:40.014114,0.03052806854248047,0.00011188480129931122,0.03052806854248047,8199.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:25:12.425557,,,,,,,,,
+,2022-10-19 13:25:13.082635,0.20120815932750702,0.002401482779532671,0.20120815932750702,8249.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:25:45.470672,,,,,,,,,
+,2022-10-19 13:25:46.126607,0.08323021233081818,0.00028612575260922313,0.08323021233081818,8299.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:26:18.521470,,,,,,,,,
+,2022-10-19 13:26:19.179366,0.06450220197439194,0.00022150110453367233,0.06450220197439194,8349.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:26:51.589139,,,,,,,,,
+,2022-10-19 13:26:52.246293,0.12388162314891815,0.00047468687989749014,0.12388162314891815,8399.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:27:24.649475,,,,,,,,,
+,2022-10-19 13:27:25.305329,0.09094881266355515,0.00036969699431210756,0.09094881266355515,8449.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:27:57.693622,,,,,,,,,
+,2022-10-19 13:27:58.348821,0.058137815445661545,0.00019600806990638375,0.058137815445661545,8499.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:28:30.730279,,,,,,,,,
+,2022-10-19 13:28:31.393623,0.02313951402902603,8.527085446985438e-05,0.02313951402902603,8549.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:29:03.768547,,,,,,,,,
+,2022-10-19 13:29:04.426092,0.022418085485696793,8.008502481970936e-05,0.022418085485696793,8599.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:29:36.800694,,,,,,,,,
+,2022-10-19 13:29:37.457901,0.09089888632297516,0.0003582460049074143,0.09089888632297516,8649.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:30:09.828745,,,,,,,,,
+,2022-10-19 13:30:10.484510,0.08654309809207916,0.0003111377591267228,0.08654309809207916,8699.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:30:42.854800,,,,,,,,,
+,2022-10-19 13:30:43.512401,0.03195566311478615,0.00011227636423427612,0.03195566311478615,8749.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:31:15.880664,,,,,,,,,
+,2022-10-19 13:31:16.537892,0.09361600130796432,0.00046602048678323627,0.09361600130796432,8799.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:31:48.911892,,,,,,,,,
+,2022-10-19 13:31:49.568393,0.06517334282398224,0.00023401940416079015,0.06517334282398224,8849.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:32:21.960558,,,,,,,,,
+,2022-10-19 13:32:22.617926,0.0704648345708847,0.0002340983337489888,0.0704648345708847,8899.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:32:55.004288,,,,,,,,,
+,2022-10-19 13:32:55.660850,0.44206738471984863,0.09270356595516205,0.44206738471984863,8949.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:33:28.040547,,,,,,,,,
+,2022-10-19 13:33:28.697974,0.004697918891906738,2.4732584279263392e-05,0.004697918891906738,8999.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:34:01.069601,,,,,,,,,
+,2022-10-19 13:34:01.729543,0.06138874962925911,0.0002023380802711472,0.06138874962925911,9049.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:34:34.113961,,,,,,,,,
+,2022-10-19 13:34:34.770853,0.058507710695266724,0.00020418436906766146,0.058507710695266724,9099.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:35:07.148655,,,,,,,,,
+,2022-10-19 13:35:07.805422,0.03851885348558426,0.0001299108553212136,0.03851885348558426,9149.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:35:40.214518,,,,,,,,,
+,2022-10-19 13:35:40.871796,0.04358673840761185,0.00015067239291965961,0.04358673840761185,9199.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:36:13.252655,,,,,,,,,
+,2022-10-19 13:36:13.908901,0.23058611154556274,0.002370367059484124,0.23058611154556274,9249.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:36:46.274374,,,,,,,,,
+,2022-10-19 13:36:46.931674,0.04790351539850235,0.00015772631741128862,0.04790351539850235,9299.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:37:19.329532,,,,,,,,,
+,2022-10-19 13:37:19.987024,0.315745085477829,0.014660774730145931,0.315745085477829,9349.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:37:52.371177,,,,,,,,,
+,2022-10-19 13:37:53.026599,0.0029430699069052935,1.5942408936098218e-05,0.0029430699069052935,9399.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:38:25.399868,,,,,,,,,
+,2022-10-19 13:38:26.055599,0.06259460002183914,0.00021145428763702512,0.06259460002183914,9449.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:38:58.435703,,,,,,,,,
+,2022-10-19 13:38:59.093542,0.009604563005268574,4.42753080278635e-05,0.009604563005268574,9499.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:39:31.480812,,,,,,,,,
+,2022-10-19 13:39:32.137270,0.19737651944160461,0.0010581578826531768,0.19737651944160461,9549.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:40:04.512815,,,,,,,,,
+,2022-10-19 13:40:05.168676,0.2107285112142563,0.003431490156799555,0.2107285112142563,9599.0,9.999999747378752e-05,5.0,,,
+0.0001,2022-10-19 13:40:37.554925,,,,,,,,,
+,2022-10-19 13:40:38.212210,0.2053634077310562,0.0035116204526275396,0.2053634077310562,9649.0,9.999999747378752e-05,5.0,,,
+,2022-10-19 13:40:53.009479,,,,,,5.0,0.09374222904443741,0.0022663853596895933,0.09374222904443741
+0.0001,2022-10-19 13:41:11.562373,,,,,,,,,
+,2022-10-19 13:41:12.218658,0.04659612104296684,0.000160052819410339,0.04659612104296684,9699.0,9.999999747378752e-05,6.0,,,
+0.0001,2022-10-19 13:41:44.622662,,,,,,,,,
+,2022-10-19 13:41:45.280865,0.15310484170913696,0.0009908651700243354,0.15310484170913696,9749.0,9.999999747378752e-05,6.0,,,
+0.0001,2022-10-19 13:42:17.677972,,,,,,,,,
+,2022-10-19 13:42:18.334018,0.09170538932085037,0.00030572086689062417,0.09170538932085037,9799.0,9.999999747378752e-05,6.0,,,
+0.0001,2022-10-19 13:42:50.733988,,,,,,,,,
+,2022-10-19 13:42:51.391950,0.014351394958794117,5.782319567515515e-05,0.014351394958794117,9849.0,9.999999747378752e-05,6.0,,,
+0.0001,2022-10-19 13:43:23.890614,,,,,,,,,
+,2022-10-19 13:43:24.545757,0.08008158206939697,0.00029008762794546783,0.08008158206939697,9899.0,9.999999747378752e-05,6.0,,,
+0.0001,2022-10-19 13:43:56.957474,,,,,,,,,
+,2022-10-19 13:43:57.613374,0.06383243948221207,0.00022612331667914987,0.06383243948221207,9949.0,9.999999747378752e-05,6.0,,,

previous_logs/2022-10-19T11-50-36_lego/testtube/version_0/tf/events.out.tfevents.1666180259.instance-1.18165.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eee95158f5a16123da5ae6e2153de6d39225c3e67d6e01b5f14e2eafc0e9f372
+size 2419089