ep3 v2 Nano added - 10 files
Browse files- .gitattributes +2 -0
- checkpoint.pth +3 -0
- checkpoint_best_ema.pth +3 -0
- checkpoint_best_regular.pth +3 -0
- checkpoint_best_total.pth +3 -0
- eval/000.pth +3 -0
- eval/latest.pth +3 -0
- events.out.tfevents.1763563729.ddb4b8badf51.827.0 +3 -0
- log.txt +1 -0
- metrics_plot.png +3 -0
- results.json +1 -0
- wandb/debug-internal.log +12 -0
- wandb/debug.log +32 -0
- wandb/run-20251119_144852-3f6ksrz7/files/config.yaml +151 -0
- wandb/run-20251119_144852-3f6ksrz7/files/output.log +0 -0
- wandb/run-20251119_144852-3f6ksrz7/files/requirements.txt +729 -0
- wandb/run-20251119_144852-3f6ksrz7/files/wandb-metadata.json +36 -0
- wandb/run-20251119_144852-3f6ksrz7/files/wandb-summary.json +1 -0
- wandb/run-20251119_144852-3f6ksrz7/logs/debug-core.log +8 -0
- wandb/run-20251119_144852-3f6ksrz7/logs/debug-internal.log +12 -0
- wandb/run-20251119_144852-3f6ksrz7/logs/debug.log +32 -0
- wandb/run-20251119_144852-3f6ksrz7/run-3f6ksrz7.wandb +3 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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metrics_plot.png filter=lfs diff=lfs merge=lfs -text
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wandb/run-20251119_144852-3f6ksrz7/run-3f6ksrz7.wandb filter=lfs diff=lfs merge=lfs -text
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checkpoint.pth
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checkpoint_best_ema.pth
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checkpoint_best_regular.pth
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checkpoint_best_total.pth
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eval/000.pth
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eval/latest.pth
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events.out.tfevents.1763563729.ddb4b8badf51.827.0
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log.txt
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metrics_plot.png
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Git LFS Details
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results.json
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{"class_map": {"valid": [{"class": "Hatchback", "map@50:95": 0.61713104118105, "map@50": 0.7047337491348509, "precision": 0.6281797410510281, "recall": 0.66}, {"class": "Sedan", "map@50:95": 0.6297624223339392, "map@50": 0.6963626780937362, "precision": 0.619619326500732, "recall": 0.66}, {"class": "SUV", "map@50:95": 0.5466671423356323, "map@50": 0.6074417520937846, "precision": 0.5207961972667855, "recall": 0.66}, {"class": "MUV", "map@50:95": 0.4798255776130615, "map@50": 0.5194511641018458, "precision": 0.37852865697177074, "recall": 0.66}, {"class": "Bus", "map@50:95": 0.7319128680979743, "map@50": 0.8544965911565459, "precision": 0.9167927382753404, "recall": 0.66}, {"class": "Truck", "map@50:95": 0.6175715632076546, "map@50": 0.7545964758196245, "precision": 0.7490263954997837, "recall": 0.66}, {"class": "Three-wheeler", "map@50:95": 0.7849574025355062, "map@50": 0.9278135047031075, "precision": 0.9816448491747296, "recall": 0.66}, {"class": "Two-wheeler", "map@50:95": 0.7101023383204473, "map@50": 0.9245327121895702, "precision": 0.9700452973552189, "recall": 0.66}, {"class": "LCV", "map@50:95": 0.6431999982131491, "map@50": 0.7712462821810334, "precision": 0.7696570834776585, "recall": 0.66}, {"class": "Mini-bus", "map@50:95": 0.2553220750260025, "map@50": 0.2878106385614757, "precision": 0.13916256157635468, "recall": 0.66}, {"class": "Tempo-traveller", "map@50:95": 0.6959851441599424, "map@50": 0.7717472110818651, "precision": 0.7938144329896907, "recall": 0.66}, {"class": "Bicycle", "map@50:95": 0.5701968496957341, "map@50": 0.7220577532633171, "precision": 0.7333333333333333, "recall": 0.66}, {"class": "Van", "map@50:95": 0.4273296639645644, "map@50": 0.47216904777136887, "precision": 0.42670537010159654, "recall": 0.66}, {"class": "all", "map@50:95": 0.5930741605142046, "map@50": 0.6934199661655482, "precision": 0.6636389218133864, "recall": 0.66}], "test": [{"class": "Hatchback", "map@50:95": 0.6217495837190128, "map@50": 0.7077640018096435, "precision": 0.6322169059011165, "recall": 0.66}, {"class": "Sedan", "map@50:95": 0.6332274332373136, "map@50": 0.6999984082641489, "precision": 0.6160220994475138, "recall": 0.66}, {"class": "SUV", "map@50:95": 0.5539552605749936, "map@50": 0.6138215039760395, "precision": 0.5125072716695753, "recall": 0.66}, {"class": "MUV", "map@50:95": 0.4576526409243989, "map@50": 0.49869168920266366, "precision": 0.35732870771899394, "recall": 0.66}, {"class": "Bus", "map@50:95": 0.7561621312531376, "map@50": 0.875261051411676, "precision": 0.92524682651622, "recall": 0.66}, {"class": "Truck", "map@50:95": 0.6248037362139309, "map@50": 0.7625401201709808, "precision": 0.7424496644295302, "recall": 0.66}, {"class": "Three-wheeler", "map@50:95": 0.7880078948706472, "map@50": 0.9315370403996924, "precision": 0.9845938375350141, "recall": 0.66}, {"class": "Two-wheeler", "map@50:95": 0.7038903255252655, "map@50": 0.9207408575928406, "precision": 0.9631805718762241, "recall": 0.66}, {"class": "LCV", "map@50:95": 0.6633465537074473, "map@50": 0.7934092577122052, "precision": 0.7987721691678036, "recall": 0.66}, {"class": "Mini-bus", "map@50:95": 0.3355484043415343, "map@50": 0.37260370721588243, "precision": 0.2558139534883721, "recall": 0.66}, {"class": "Tempo-traveller", "map@50:95": 0.6567384330787988, "map@50": 0.7409864707262134, "precision": 0.7246376811594203, "recall": 0.66}, {"class": "Bicycle", "map@50:95": 0.5833111332954741, "map@50": 0.7172216412700811, "precision": 0.7303754266211604, "recall": 0.66}, {"class": "Van", "map@50:95": 0.3819586094884432, "map@50": 0.42745312100166705, "precision": 0.3242009132420091, "recall": 0.66}, {"class": "all", "map@50:95": 0.5969501646331076, "map@50": 0.6970791439041334, "precision": 0.6590266175979195, "recall": 0.66}]}, "map": 0.6934199661655482, "precision": 0.6636389218133864, "recall": 0.66}
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wandb/debug-internal.log
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{"time":"2025-11-19T14:48:53.397648996Z","level":"INFO","msg":"stream: starting","core version":"0.22.3"}
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{"time":"2025-11-19T14:48:53.619871634Z","level":"INFO","msg":"stream: created new stream","id":"3f6ksrz7"}
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{"time":"2025-11-19T14:48:53.620098902Z","level":"INFO","msg":"stream: started","id":"3f6ksrz7"}
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{"time":"2025-11-19T14:48:53.623727759Z","level":"INFO","msg":"handler: started","stream_id":"3f6ksrz7"}
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{"time":"2025-11-19T14:48:53.62376252Z","level":"INFO","msg":"writer: started","stream_id":"3f6ksrz7"}
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{"time":"2025-11-19T14:48:53.623813561Z","level":"INFO","msg":"sender: started","stream_id":"3f6ksrz7"}
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wandb/debug.log
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2025-11-19 16:56:22,054 INFO MainThread:827 [wandb_run.py:_finish():2272] finishing run subh_775-com/UVH-26-MV-RFDETR/3f6ksrz7
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wandb/run-20251119_144852-3f6ksrz7/files/config.yaml
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_wandb:
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value:
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cli_version: 0.22.3
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e:
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w81m53z28dzt5fbp2rwiqv5aes68z4u9:
|
| 6 |
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codePath: RF-DETR%20Nano%20on%20UVH-26_Majority%20Voting
|
| 7 |
+
colab: https://colab.research.google.com/notebook#fileId=1Jn94qqpUrKNr6D2jaY_XzxEz0-UjRT3s
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cpu_count: 1
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cpu_count_logical: 2
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cudaVersion: "12.4"
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disk:
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total: "120942624768"
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used: "41852968960"
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email: subhansh4268@gmail.com
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executable: /usr/bin/python3
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gpu: Tesla T4
|
| 18 |
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gpu_count: 1
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gpu_nvidia:
|
| 20 |
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- architecture: Turing
|
| 21 |
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cudaCores: 2560
|
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memoryTotal: "16106127360"
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name: Tesla T4
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uuid: GPU-097f8f1a-d8cf-7512-e11b-82d88482085f
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host: ddb4b8badf51
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memory:
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total: "13605851136"
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| 28 |
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os: Linux-6.6.105+-x86_64-with-glibc2.35
|
| 29 |
+
program: RF-DETR%20Nano%20on%20UVH-26_Majority%20Voting
|
| 30 |
+
python: CPython 3.12.12
|
| 31 |
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root: output
|
| 32 |
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startedAt: "2025-11-19T14:48:52.937439Z"
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| 33 |
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writerId: w81m53z28dzt5fbp2rwiqv5aes68z4u9
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m: []
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| 35 |
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python_version: 3.12.12
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| 36 |
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t:
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"1":
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| 38 |
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- 1
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| 39 |
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| 40 |
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"12": 0.22.3
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"13": linux-x86_64
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batch_size:
|
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value: 4
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| 80 |
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checkpoint_interval:
|
| 81 |
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value: 10
|
| 82 |
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class_names:
|
| 83 |
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value: null
|
| 84 |
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cls_loss_coef:
|
| 85 |
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value: 1
|
| 86 |
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dataset_dir:
|
| 87 |
+
value: /content/drive/MyDrive/UVH-26_Majority_voting/UVH-26k-MV
|
| 88 |
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dataset_file:
|
| 89 |
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value: roboflow
|
| 90 |
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do_random_resize_via_padding:
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| 91 |
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value: false
|
| 92 |
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drop_path:
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value: 0
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early_stopping:
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value: false
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early_stopping_min_delta:
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value: 0.001
|
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early_stopping_patience:
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| 99 |
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value: 10
|
| 100 |
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early_stopping_use_ema:
|
| 101 |
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value: false
|
| 102 |
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ema_decay:
|
| 103 |
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value: 0.993
|
| 104 |
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ema_tau:
|
| 105 |
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value: 100
|
| 106 |
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epochs:
|
| 107 |
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value: 1
|
| 108 |
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expanded_scales:
|
| 109 |
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value: true
|
| 110 |
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grad_accum_steps:
|
| 111 |
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value: 4
|
| 112 |
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group_detr:
|
| 113 |
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value: 13
|
| 114 |
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ia_bce_loss:
|
| 115 |
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value: true
|
| 116 |
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lr:
|
| 117 |
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value: 1e-05
|
| 118 |
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lr_component_decay:
|
| 119 |
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value: 0.7
|
| 120 |
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lr_drop:
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value: 100
|
| 122 |
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lr_encoder:
|
| 123 |
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value: 1.5e-05
|
| 124 |
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lr_vit_layer_decay:
|
| 125 |
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value: 0.8
|
| 126 |
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multi_scale:
|
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value: true
|
| 128 |
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num_select:
|
| 129 |
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value: 300
|
| 130 |
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num_workers:
|
| 131 |
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value: 2
|
| 132 |
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output_dir:
|
| 133 |
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value: output
|
| 134 |
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project:
|
| 135 |
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value: UVH-26-MV-RFDETR
|
| 136 |
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run:
|
| 137 |
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value: UVH-26MV-RFDETR-Nano
|
| 138 |
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run_test:
|
| 139 |
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value: true
|
| 140 |
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square_resize_div_64:
|
| 141 |
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value: true
|
| 142 |
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tensorboard:
|
| 143 |
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value: true
|
| 144 |
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use_ema:
|
| 145 |
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value: true
|
| 146 |
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|
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value: true
|
| 148 |
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warmup_epochs:
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value: 0
|
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weight_decay:
|
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value: 0.0001
|
wandb/run-20251119_144852-3f6ksrz7/files/output.log
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The diff for this file is too large to render.
See raw diff
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wandb/run-20251119_144852-3f6ksrz7/files/requirements.txt
ADDED
|
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|
|
| 1 |
+
setuptools==75.2.0
|
| 2 |
+
types-setuptools==80.9.0.20250822
|
| 3 |
+
pip==24.1.2
|
| 4 |
+
requirements-parser==0.9.0
|
| 5 |
+
pi_heif==1.1.1
|
| 6 |
+
jupyter_bbox_widget==0.6.0
|
| 7 |
+
bbox_visualizer==0.2.2
|
| 8 |
+
opencv-python-headless==4.10.0.84
|
| 9 |
+
filetype==1.2.0
|
| 10 |
+
roboflow==1.2.11
|
| 11 |
+
jedi==0.19.2
|
| 12 |
+
ninja==1.13.0
|
| 13 |
+
supervision==0.26.1
|
| 14 |
+
pylabel==0.1.55
|
| 15 |
+
rf100vl==1.1.0
|
| 16 |
+
ftfy==6.3.1
|
| 17 |
+
open_clip_torch==3.2.0
|
| 18 |
+
idna==3.7
|
| 19 |
+
pillow-avif-plugin==1.5.2
|
| 20 |
+
fairscale==0.4.13
|
| 21 |
+
rfdetr==1.2.1
|
| 22 |
+
polygraphy==0.49.26
|
| 23 |
+
google-colab==1.0.0
|
| 24 |
+
treescope==0.1.10
|
| 25 |
+
roman-numerals-py==3.1.0
|
| 26 |
+
dask-cudf-cu12==25.10.0
|
| 27 |
+
Send2Trash==1.8.3
|
| 28 |
+
cyipopt==1.5.0
|
| 29 |
+
numba==0.60.0
|
| 30 |
+
typer==0.20.0
|
| 31 |
+
soxr==1.0.0
|
| 32 |
+
opencv-contrib-python==4.12.0.88
|
| 33 |
+
graphviz==0.21
|
| 34 |
+
importlib_metadata==8.7.0
|
| 35 |
+
blosc2==3.11.0
|
| 36 |
+
hf-xet==1.2.0
|
| 37 |
+
terminado==0.18.1
|
| 38 |
+
jupyter_core==5.9.1
|
| 39 |
+
sentencepiece==0.2.1
|
| 40 |
+
grpcio==1.76.0
|
| 41 |
+
opentelemetry-proto==1.37.0
|
| 42 |
+
opencv-python==4.12.0.88
|
| 43 |
+
webencodings==0.5.1
|
| 44 |
+
tabulate==0.9.0
|
| 45 |
+
typer-slim==0.20.0
|
| 46 |
+
bigframes==2.28.0
|
| 47 |
+
polars==1.31.0
|
| 48 |
+
tensorflow-text==2.19.0
|
| 49 |
+
soupsieve==2.8
|
| 50 |
+
ipyleaflet==0.20.0
|
| 51 |
+
scikit-image==0.25.2
|
| 52 |
+
tensorflow-metadata==1.17.2
|
| 53 |
+
jsonschema-specifications==2025.9.1
|
| 54 |
+
platformdirs==4.5.0
|
| 55 |
+
torchdata==0.11.0
|
| 56 |
+
parso==0.8.5
|
| 57 |
+
MarkupSafe==3.0.3
|
| 58 |
+
sympy==1.13.3
|
| 59 |
+
blobfile==3.1.0
|
| 60 |
+
fastdownload==0.0.7
|
| 61 |
+
pymc==5.26.1
|
| 62 |
+
nvidia-cuda-nvcc-cu12==12.9.86
|
| 63 |
+
imagesize==1.4.1
|
| 64 |
+
holidays==0.84
|
| 65 |
+
python-box==7.3.2
|
| 66 |
+
pydot==3.0.4
|
| 67 |
+
jupytext==1.17.3
|
| 68 |
+
hf_transfer==0.1.9
|
| 69 |
+
nvidia-cuda-nvrtc-cu12==12.6.77
|
| 70 |
+
atpublic==5.1
|
| 71 |
+
pillow==11.3.0
|
| 72 |
+
dm-tree==0.1.9
|
| 73 |
+
python-utils==3.9.1
|
| 74 |
+
spacy-legacy==3.0.12
|
| 75 |
+
ipython-sql==0.5.0
|
| 76 |
+
google-cloud-bigtable==2.34.0
|
| 77 |
+
soundfile==0.13.1
|
| 78 |
+
pyproject_hooks==1.2.0
|
| 79 |
+
cuda-core==0.3.2
|
| 80 |
+
prometheus_client==0.23.1
|
| 81 |
+
plum-dispatch==2.6.0
|
| 82 |
+
certifi==2025.10.5
|
| 83 |
+
traitlets==5.7.1
|
| 84 |
+
jaraco.context==6.0.1
|
| 85 |
+
keyrings.google-artifactregistry-auth==1.1.2
|
| 86 |
+
prettytable==3.16.0
|
| 87 |
+
arrow==1.4.0
|
| 88 |
+
beautifulsoup4==4.13.5
|
| 89 |
+
gin-config==0.5.0
|
| 90 |
+
ruff==0.14.4
|
| 91 |
+
umf==1.0.2
|
| 92 |
+
wasabi==1.1.3
|
| 93 |
+
hdbscan==0.8.40
|
| 94 |
+
pytensor==2.35.1
|
| 95 |
+
wurlitzer==3.1.1
|
| 96 |
+
defusedxml==0.7.1
|
| 97 |
+
editdistance==0.8.1
|
| 98 |
+
fastprogress==1.0.3
|
| 99 |
+
zstandard==0.25.0
|
| 100 |
+
humanize==4.14.0
|
| 101 |
+
nvidia-cufft-cu12==11.3.0.4
|
| 102 |
+
numexpr==2.14.1
|
| 103 |
+
lark==1.3.1
|
| 104 |
+
httpimport==1.4.1
|
| 105 |
+
h11==0.16.0
|
| 106 |
+
Werkzeug==3.1.3
|
| 107 |
+
ffmpy==1.0.0
|
| 108 |
+
firebase-admin==6.9.0
|
| 109 |
+
tweepy==4.16.0
|
| 110 |
+
decorator==4.4.2
|
| 111 |
+
python-multipart==0.0.20
|
| 112 |
+
alabaster==1.0.0
|
| 113 |
+
ImageIO==2.37.2
|
| 114 |
+
protobuf==5.29.5
|
| 115 |
+
rfc3339-validator==0.1.4
|
| 116 |
+
srsly==2.5.1
|
| 117 |
+
python-json-logger==4.0.0
|
| 118 |
+
cloudpathlib==0.23.0
|
| 119 |
+
stanio==0.5.1
|
| 120 |
+
sphinxcontrib-htmlhelp==2.1.0
|
| 121 |
+
cryptography==43.0.3
|
| 122 |
+
curl_cffi==0.13.0
|
| 123 |
+
cuda-python==12.9.4
|
| 124 |
+
xxhash==3.6.0
|
| 125 |
+
textblob==0.19.0
|
| 126 |
+
colour==0.1.5
|
| 127 |
+
easydict==1.13
|
| 128 |
+
google-cloud-language==2.18.0
|
| 129 |
+
pygame==2.6.1
|
| 130 |
+
spanner-graph-notebook==1.1.8
|
| 131 |
+
sphinxcontrib-jsmath==1.0.1
|
| 132 |
+
jsonpatch==1.33
|
| 133 |
+
nbformat==5.10.4
|
| 134 |
+
psygnal==0.15.0
|
| 135 |
+
nbconvert==7.16.6
|
| 136 |
+
nvidia-cusolver-cu12==11.7.1.2
|
| 137 |
+
jupyterlab_widgets==3.0.16
|
| 138 |
+
pylibcugraph-cu12==25.10.1
|
| 139 |
+
inflect==7.5.0
|
| 140 |
+
py-cpuinfo==9.0.0
|
| 141 |
+
jax==0.7.2
|
| 142 |
+
blinker==1.9.0
|
| 143 |
+
autograd==1.8.0
|
| 144 |
+
python-dateutil==2.9.0.post0
|
| 145 |
+
xlrd==2.0.2
|
| 146 |
+
xarray==2025.10.1
|
| 147 |
+
wordcloud==1.9.4
|
| 148 |
+
chardet==5.2.0
|
| 149 |
+
tqdm==4.67.1
|
| 150 |
+
matplotlib==3.10.0
|
| 151 |
+
pycairo==1.29.0
|
| 152 |
+
cudf-polars-cu12==25.10.0
|
| 153 |
+
google-crc32c==1.7.1
|
| 154 |
+
gdown==5.2.0
|
| 155 |
+
array_record==0.8.2
|
| 156 |
+
multidict==6.7.0
|
| 157 |
+
xarray-einstats==0.9.1
|
| 158 |
+
natsort==8.4.0
|
| 159 |
+
cffi==2.0.0
|
| 160 |
+
nvidia-nvshmem-cu12==3.4.5
|
| 161 |
+
httpx==0.28.1
|
| 162 |
+
dlib==19.24.6
|
| 163 |
+
gym-notices==0.1.0
|
| 164 |
+
jsonpointer==3.0.0
|
| 165 |
+
google-cloud-datastore==2.21.0
|
| 166 |
+
distributed==2025.9.1
|
| 167 |
+
transformers==4.57.1
|
| 168 |
+
PyGObject==3.42.0
|
| 169 |
+
pyzmq==26.2.1
|
| 170 |
+
folium==0.20.0
|
| 171 |
+
pynndescent==0.5.13
|
| 172 |
+
python-louvain==0.16
|
| 173 |
+
pluggy==1.6.0
|
| 174 |
+
param==2.2.1
|
| 175 |
+
hyperopt==0.2.7
|
| 176 |
+
huggingface-hub==0.36.0
|
| 177 |
+
einops==0.8.1
|
| 178 |
+
umap-learn==0.5.9.post2
|
| 179 |
+
alembic==1.17.1
|
| 180 |
+
shapely==2.1.2
|
| 181 |
+
google-cloud-spanner==3.59.0
|
| 182 |
+
absolufy-imports==0.3.1
|
| 183 |
+
frozendict==2.4.6
|
| 184 |
+
build==1.3.0
|
| 185 |
+
pycryptodomex==3.23.0
|
| 186 |
+
PyWavelets==1.9.0
|
| 187 |
+
httpx-sse==0.4.3
|
| 188 |
+
ipyparallel==8.8.0
|
| 189 |
+
langsmith==0.4.42
|
| 190 |
+
google-cloud-resource-manager==1.15.0
|
| 191 |
+
jupyter-console==6.6.3
|
| 192 |
+
yfinance==0.2.66
|
| 193 |
+
google-ai-generativelanguage==0.6.15
|
| 194 |
+
SecretStorage==3.4.1
|
| 195 |
+
timm==1.0.22
|
| 196 |
+
imbalanced-learn==0.14.0
|
| 197 |
+
gspread-dataframe==4.0.0
|
| 198 |
+
glob2==0.7
|
| 199 |
+
google-cloud-translate==3.23.0
|
| 200 |
+
fonttools==4.60.1
|
| 201 |
+
wheel==0.45.1
|
| 202 |
+
websocket-client==1.9.0
|
| 203 |
+
tiktoken==0.12.0
|
| 204 |
+
tensorstore==0.1.78
|
| 205 |
+
babel==2.17.0
|
| 206 |
+
google-cloud-core==2.5.0
|
| 207 |
+
google-auth-oauthlib==1.2.3
|
| 208 |
+
earthengine-api==1.5.24
|
| 209 |
+
torchaudio==2.8.0+cu126
|
| 210 |
+
keras-hub==0.21.1
|
| 211 |
+
catalogue==2.0.10
|
| 212 |
+
gast==0.6.0
|
| 213 |
+
vega-datasets==0.9.0
|
| 214 |
+
httpcore==1.0.9
|
| 215 |
+
libcugraph-cu12==25.10.1
|
| 216 |
+
requests==2.32.4
|
| 217 |
+
opentelemetry-exporter-otlp-proto-common==1.37.0
|
| 218 |
+
grpcio-status==1.71.2
|
| 219 |
+
brotli==1.2.0
|
| 220 |
+
nvidia-cuda-runtime-cu12==12.6.77
|
| 221 |
+
notebook_shim==0.2.4
|
| 222 |
+
ipywidgets==7.7.1
|
| 223 |
+
google-cloud-trace==1.17.0
|
| 224 |
+
music21==9.3.0
|
| 225 |
+
google-genai==1.49.0
|
| 226 |
+
google-auth==2.38.0
|
| 227 |
+
yellowbrick==1.5
|
| 228 |
+
tornado==6.5.1
|
| 229 |
+
google-resumable-media==2.7.2
|
| 230 |
+
cvxpy==1.6.7
|
| 231 |
+
immutabledict==4.2.2
|
| 232 |
+
dataproc-spark-connect==0.8.3
|
| 233 |
+
google-api-core==2.28.1
|
| 234 |
+
bokeh==3.7.3
|
| 235 |
+
entrypoints==0.4
|
| 236 |
+
fastapi==0.121.1
|
| 237 |
+
zict==3.0.0
|
| 238 |
+
raft-dask-cu12==25.10.0
|
| 239 |
+
google-cloud-audit-log==0.4.0
|
| 240 |
+
pyOpenSSL==24.2.1
|
| 241 |
+
rapids-logger==0.1.19
|
| 242 |
+
google-api-python-client==2.187.0
|
| 243 |
+
jsonschema==4.25.1
|
| 244 |
+
nvidia-curand-cu12==10.3.7.77
|
| 245 |
+
pyspark==3.5.1
|
| 246 |
+
rmm-cu12==25.10.0
|
| 247 |
+
sphinxcontrib-applehelp==2.0.0
|
| 248 |
+
psutil==5.9.5
|
| 249 |
+
nbclient==0.10.2
|
| 250 |
+
dopamine_rl==4.1.2
|
| 251 |
+
smmap==5.0.2
|
| 252 |
+
statsmodels==0.14.5
|
| 253 |
+
peft==0.17.1
|
| 254 |
+
tomlkit==0.13.3
|
| 255 |
+
nvidia-ml-py==13.580.82
|
| 256 |
+
nx-cugraph-cu12==25.10.0
|
| 257 |
+
snowballstemmer==3.0.1
|
| 258 |
+
google-cloud-bigquery==3.38.0
|
| 259 |
+
kaggle==1.7.4.5
|
| 260 |
+
chex==0.1.90
|
| 261 |
+
opentelemetry-semantic-conventions==0.58b0
|
| 262 |
+
tensorboard==2.19.0
|
| 263 |
+
libpysal==4.13.0
|
| 264 |
+
tensorflow==2.19.0
|
| 265 |
+
spacy-loggers==1.0.5
|
| 266 |
+
slicer==0.0.8
|
| 267 |
+
pyerfa==2.0.1.5
|
| 268 |
+
libclang==18.1.1
|
| 269 |
+
kagglehub==0.3.13
|
| 270 |
+
opentelemetry-resourcedetector-gcp==1.11.0a0
|
| 271 |
+
wcwidth==0.2.14
|
| 272 |
+
libucxx-cu12==0.46.0
|
| 273 |
+
jaraco.classes==3.4.0
|
| 274 |
+
cloudpickle==3.1.2
|
| 275 |
+
annotated-doc==0.0.4
|
| 276 |
+
pydotplus==2.0.2
|
| 277 |
+
xyzservices==2025.10.0
|
| 278 |
+
typing_extensions==4.15.0
|
| 279 |
+
gitdb==4.0.12
|
| 280 |
+
nibabel==5.3.2
|
| 281 |
+
cufflinks==0.17.3
|
| 282 |
+
geographiclib==2.1
|
| 283 |
+
pyviz_comms==3.0.6
|
| 284 |
+
google-cloud-monitoring==2.28.0
|
| 285 |
+
tbb==2022.3.0
|
| 286 |
+
overrides==7.7.0
|
| 287 |
+
mizani==0.13.5
|
| 288 |
+
google-cloud-aiplatform==1.126.1
|
| 289 |
+
nvtx==0.2.13
|
| 290 |
+
googledrivedownloader==1.1.0
|
| 291 |
+
etils==1.13.0
|
| 292 |
+
audioread==3.1.0
|
| 293 |
+
tifffile==2025.10.16
|
| 294 |
+
optax==0.2.6
|
| 295 |
+
prompt_toolkit==3.0.52
|
| 296 |
+
tsfresh==0.21.1
|
| 297 |
+
cuda-pathfinder==1.3.2
|
| 298 |
+
nltk==3.9.1
|
| 299 |
+
sortedcontainers==2.4.0
|
| 300 |
+
community==1.0.0b1
|
| 301 |
+
safetensors==0.6.2
|
| 302 |
+
proto-plus==1.26.1
|
| 303 |
+
google-cloud-firestore==2.21.0
|
| 304 |
+
osqp==1.0.5
|
| 305 |
+
threadpoolctl==3.6.0
|
| 306 |
+
intel-openmp==2025.3.1
|
| 307 |
+
multitasking==0.0.12
|
| 308 |
+
flatbuffers==25.9.23
|
| 309 |
+
cudf-cu12==25.10.0
|
| 310 |
+
aiosignal==1.4.0
|
| 311 |
+
PyYAML==6.0.3
|
| 312 |
+
torch==2.8.0+cu126
|
| 313 |
+
tinycss2==1.4.0
|
| 314 |
+
lazy_loader==0.4
|
| 315 |
+
astunparse==1.6.3
|
| 316 |
+
google-cloud-storage==2.19.0
|
| 317 |
+
tensorflow-datasets==4.9.9
|
| 318 |
+
python-snappy==0.7.3
|
| 319 |
+
google-pasta==0.2.0
|
| 320 |
+
cvxopt==1.3.2
|
| 321 |
+
mistune==3.1.4
|
| 322 |
+
proglog==0.1.12
|
| 323 |
+
google==2.0.3
|
| 324 |
+
aiohappyeyeballs==2.6.1
|
| 325 |
+
PyDrive2==1.21.3
|
| 326 |
+
orjson==3.11.4
|
| 327 |
+
regex==2024.11.6
|
| 328 |
+
Farama-Notifications==0.0.4
|
| 329 |
+
opentelemetry-exporter-gcp-monitoring==1.11.0a0
|
| 330 |
+
html5lib==1.1
|
| 331 |
+
pytest==8.4.2
|
| 332 |
+
blis==1.3.0
|
| 333 |
+
fastai==2.8.5
|
| 334 |
+
filelock==3.20.0
|
| 335 |
+
nvidia-cufile-cu12==1.11.1.6
|
| 336 |
+
geopy==2.4.1
|
| 337 |
+
requests-oauthlib==2.0.0
|
| 338 |
+
itsdangerous==2.2.0
|
| 339 |
+
opentelemetry-exporter-gcp-logging==1.11.0a0
|
| 340 |
+
Pygments==2.19.2
|
| 341 |
+
stringzilla==4.2.3
|
| 342 |
+
Cython==3.0.12
|
| 343 |
+
hpack==4.1.0
|
| 344 |
+
clarabel==0.11.1
|
| 345 |
+
widgetsnbextension==3.6.10
|
| 346 |
+
nvidia-nvtx-cu12==12.6.77
|
| 347 |
+
google-adk==1.17.0
|
| 348 |
+
cmake==3.31.6
|
| 349 |
+
omegaconf==2.3.0
|
| 350 |
+
dill==0.3.8
|
| 351 |
+
pyomo==6.9.5
|
| 352 |
+
intel-cmplr-lib-ur==2025.3.1
|
| 353 |
+
miniKanren==1.0.5
|
| 354 |
+
datasets==4.0.0
|
| 355 |
+
geocoder==1.38.1
|
| 356 |
+
pydata-google-auth==1.9.1
|
| 357 |
+
sphinxcontrib-devhelp==2.0.0
|
| 358 |
+
db-dtypes==1.4.4
|
| 359 |
+
tensorflow-hub==0.16.1
|
| 360 |
+
prophet==1.1.7
|
| 361 |
+
sentence-transformers==5.1.2
|
| 362 |
+
psycopg2==2.9.11
|
| 363 |
+
keyring==25.6.0
|
| 364 |
+
fqdn==1.5.1
|
| 365 |
+
spacy==3.8.8
|
| 366 |
+
google-cloud-functions==1.21.0
|
| 367 |
+
optree==0.17.0
|
| 368 |
+
gspread==6.2.1
|
| 369 |
+
simple-parsing==0.1.7
|
| 370 |
+
bqplot==0.12.45
|
| 371 |
+
grpc-interceptor==0.15.4
|
| 372 |
+
dask-cuda==25.10.0
|
| 373 |
+
scipy==1.16.3
|
| 374 |
+
accelerate==1.11.0
|
| 375 |
+
mcp==1.21.0
|
| 376 |
+
aiofiles==24.1.0
|
| 377 |
+
pandas-gbq==0.30.0
|
| 378 |
+
pandas-stubs==2.2.2.240909
|
| 379 |
+
langchain-text-splitters==0.3.11
|
| 380 |
+
pyparsing==3.2.5
|
| 381 |
+
opentelemetry-exporter-otlp-proto-http==1.37.0
|
| 382 |
+
sphinxcontrib-qthelp==2.0.0
|
| 383 |
+
pandas==2.2.2
|
| 384 |
+
rpds-py==0.28.0
|
| 385 |
+
eerepr==0.1.2
|
| 386 |
+
linkify-it-py==2.0.3
|
| 387 |
+
aiohttp==3.13.2
|
| 388 |
+
torchsummary==1.5.1
|
| 389 |
+
PyJWT==2.10.1
|
| 390 |
+
ipython-genutils==0.2.0
|
| 391 |
+
oauth2client==4.1.3
|
| 392 |
+
nvidia-cuda-cccl-cu12==12.9.27
|
| 393 |
+
pyasn1_modules==0.4.2
|
| 394 |
+
jaraco.functools==4.3.0
|
| 395 |
+
libraft-cu12==25.10.0
|
| 396 |
+
anyio==4.11.0
|
| 397 |
+
bigquery-magics==0.10.3
|
| 398 |
+
moviepy==1.0.3
|
| 399 |
+
typing-inspection==0.4.2
|
| 400 |
+
pyproj==3.7.2
|
| 401 |
+
langchain==0.3.27
|
| 402 |
+
fastjsonschema==2.21.2
|
| 403 |
+
ibis-framework==9.5.0
|
| 404 |
+
iniconfig==2.3.0
|
| 405 |
+
antlr4-python3-runtime==4.9.3
|
| 406 |
+
starlette==0.49.3
|
| 407 |
+
seaborn==0.13.2
|
| 408 |
+
patsy==1.0.2
|
| 409 |
+
pyperclip==1.11.0
|
| 410 |
+
pyogrio==0.11.1
|
| 411 |
+
ipyfilechooser==0.6.0
|
| 412 |
+
astropy-iers-data==0.2025.11.10.0.38.31
|
| 413 |
+
traittypes==0.2.3
|
| 414 |
+
py4j==0.10.9.7
|
| 415 |
+
nvidia-nvjitlink-cu12==12.6.85
|
| 416 |
+
pydub==0.25.1
|
| 417 |
+
google-cloud-secret-manager==2.25.0
|
| 418 |
+
pydantic-settings==2.12.0
|
| 419 |
+
simsimd==6.5.3
|
| 420 |
+
google-cloud-logging==3.12.1
|
| 421 |
+
torchao==0.10.0
|
| 422 |
+
astropy==7.1.1
|
| 423 |
+
debugpy==1.8.15
|
| 424 |
+
librmm-cu12==25.10.0
|
| 425 |
+
cachetools==5.5.2
|
| 426 |
+
distributed-ucxx-cu12==0.46.0
|
| 427 |
+
SQLAlchemy==2.0.44
|
| 428 |
+
google-cloud-bigquery-connection==1.19.0
|
| 429 |
+
pickleshare==0.7.5
|
| 430 |
+
six==1.17.0
|
| 431 |
+
sphinxcontrib-serializinghtml==2.0.0
|
| 432 |
+
h5netcdf==1.7.3
|
| 433 |
+
nest-asyncio==1.6.0
|
| 434 |
+
nvidia-nccl-cu12==2.27.3
|
| 435 |
+
xgboost==3.1.1
|
| 436 |
+
jupyterlab_pygments==0.3.0
|
| 437 |
+
betterproto==2.0.0b6
|
| 438 |
+
greenlet==3.2.4
|
| 439 |
+
jeepney==0.9.0
|
| 440 |
+
Jinja2==3.1.6
|
| 441 |
+
PyOpenGL==3.1.10
|
| 442 |
+
toolz==0.12.1
|
| 443 |
+
triton==3.4.0
|
| 444 |
+
msgpack==1.1.2
|
| 445 |
+
pycparser==2.23
|
| 446 |
+
mpmath==1.3.0
|
| 447 |
+
importlib_resources==6.5.2
|
| 448 |
+
logical-unification==0.4.7
|
| 449 |
+
ydf==0.13.0
|
| 450 |
+
jupyter_kernel_gateway==2.5.2
|
| 451 |
+
branca==0.8.2
|
| 452 |
+
fasttransform==0.0.2
|
| 453 |
+
sse-starlette==3.0.3
|
| 454 |
+
jsonpickle==4.1.1
|
| 455 |
+
sqlalchemy-spanner==1.17.1
|
| 456 |
+
Flask==3.1.2
|
| 457 |
+
cuml-cu12==25.10.0
|
| 458 |
+
contourpy==1.3.3
|
| 459 |
+
namex==0.1.0
|
| 460 |
+
pylibraft-cu12==25.10.0
|
| 461 |
+
ipython==7.34.0
|
| 462 |
+
scs==3.2.9
|
| 463 |
+
anywidget==0.9.19
|
| 464 |
+
plotly==5.24.1
|
| 465 |
+
Bottleneck==1.4.2
|
| 466 |
+
rfc3986-validator==0.1.1
|
| 467 |
+
confection==0.1.5
|
| 468 |
+
promise==2.3
|
| 469 |
+
rpy2==3.5.17
|
| 470 |
+
parsy==2.2
|
| 471 |
+
google-cloud-dataproc==5.23.0
|
| 472 |
+
portpicker==1.5.2
|
| 473 |
+
ratelim==0.1.6
|
| 474 |
+
keras==3.10.0
|
| 475 |
+
ucxx-cu12==0.46.0
|
| 476 |
+
imageio-ffmpeg==0.6.0
|
| 477 |
+
referencing==0.37.0
|
| 478 |
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colorcet==3.1.0
|
| 479 |
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matplotlib-inline==0.2.1
|
| 480 |
+
h5py==3.15.1
|
| 481 |
+
pylibcudf-cu12==25.10.0
|
| 482 |
+
beartype==0.22.5
|
| 483 |
+
attrs==25.4.0
|
| 484 |
+
cons==0.4.7
|
| 485 |
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packaging==25.0
|
| 486 |
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charset-normalizer==3.4.4
|
| 487 |
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partd==1.4.2
|
| 488 |
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plotnine==0.14.5
|
| 489 |
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tblib==3.2.1
|
| 490 |
+
urllib3==2.5.0
|
| 491 |
+
wandb==0.22.3
|
| 492 |
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sniffio==1.3.1
|
| 493 |
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librosa==0.11.0
|
| 494 |
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frozenlist==1.8.0
|
| 495 |
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duckdb==1.3.2
|
| 496 |
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isoduration==20.11.0
|
| 497 |
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colorlover==0.3.0
|
| 498 |
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tzlocal==5.3.1
|
| 499 |
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multiprocess==0.70.16
|
| 500 |
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jieba==0.42.1
|
| 501 |
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openpyxl==3.1.5
|
| 502 |
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google-cloud-speech==2.34.0
|
| 503 |
+
pyarrow==18.1.0
|
| 504 |
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openai==1.109.1
|
| 505 |
+
sentry-sdk==2.44.0
|
| 506 |
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google-generativeai==0.8.5
|
| 507 |
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pyasn1==0.6.1
|
| 508 |
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httplib2==0.31.0
|
| 509 |
+
oauthlib==3.3.1
|
| 510 |
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libcuml-cu12==25.10.0
|
| 511 |
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jupyter_client==7.4.9
|
| 512 |
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treelite==4.4.1
|
| 513 |
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cmdstanpy==1.3.0
|
| 514 |
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opentelemetry-sdk==1.37.0
|
| 515 |
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fsspec==2025.3.0
|
| 516 |
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sqlglot==25.20.2
|
| 517 |
+
numba-cuda==0.19.1
|
| 518 |
+
CacheControl==0.14.3
|
| 519 |
+
cuda-toolkit==12.9.1
|
| 520 |
+
numpy==2.0.2
|
| 521 |
+
torchtune==0.6.1
|
| 522 |
+
pycocotools==2.0.10
|
| 523 |
+
multipledispatch==1.0.0
|
| 524 |
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orbax-checkpoint==0.11.28
|
| 525 |
+
jax-cuda12-pjrt==0.7.2
|
| 526 |
+
googleapis-common-protos==1.72.0
|
| 527 |
+
flax==0.10.7
|
| 528 |
+
fastcore==1.8.16
|
| 529 |
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uvicorn==0.38.0
|
| 530 |
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et_xmlfile==2.0.0
|
| 531 |
+
keras-nlp==0.21.1
|
| 532 |
+
etuples==0.3.10
|
| 533 |
+
pandocfilters==1.5.1
|
| 534 |
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nvidia-cusparse-cu12==12.5.4.2
|
| 535 |
+
typeguard==4.4.4
|
| 536 |
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webcolors==25.10.0
|
| 537 |
+
groovy==0.1.2
|
| 538 |
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matplotlib-venn==1.1.2
|
| 539 |
+
weasel==0.4.2
|
| 540 |
+
cycler==0.12.1
|
| 541 |
+
murmurhash==1.0.13
|
| 542 |
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tf-slim==1.1.0
|
| 543 |
+
geemap==0.35.3
|
| 544 |
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mkl==2025.2.0
|
| 545 |
+
annotated-types==0.7.0
|
| 546 |
+
pygit2==1.19.0
|
| 547 |
+
google-cloud-bigquery-storage==2.34.0
|
| 548 |
+
Mako==1.3.10
|
| 549 |
+
Sphinx==8.2.3
|
| 550 |
+
jupyter-leaflet==0.20.0
|
| 551 |
+
argon2-cffi==25.1.0
|
| 552 |
+
nvidia-cuda-cupti-cu12==12.6.80
|
| 553 |
+
yarl==1.22.0
|
| 554 |
+
Markdown==3.10
|
| 555 |
+
narwhals==2.11.0
|
| 556 |
+
tzdata==2025.2
|
| 557 |
+
tensorboard-data-server==0.7.2
|
| 558 |
+
joblib==1.5.2
|
| 559 |
+
progressbar2==4.5.0
|
| 560 |
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bleach==6.3.0
|
| 561 |
+
highspy==1.12.0
|
| 562 |
+
future==1.0.0
|
| 563 |
+
torchvision==0.23.0+cu126
|
| 564 |
+
smart_open==7.5.0
|
| 565 |
+
jupyter-events==0.12.0
|
| 566 |
+
tf_keras==2.19.0
|
| 567 |
+
nvidia-cublas-cu12==12.6.4.1
|
| 568 |
+
dask==2025.9.1
|
| 569 |
+
scikit-learn==1.6.1
|
| 570 |
+
ml_dtypes==0.5.3
|
| 571 |
+
ipykernel==6.17.1
|
| 572 |
+
sklearn-pandas==2.2.0
|
| 573 |
+
pytz==2025.2
|
| 574 |
+
uri-template==1.3.0
|
| 575 |
+
propcache==0.4.1
|
| 576 |
+
arviz==0.22.0
|
| 577 |
+
argon2-cffi-bindings==25.1.0
|
| 578 |
+
uritemplate==4.2.0
|
| 579 |
+
pandas-datareader==0.10.0
|
| 580 |
+
google-auth-httplib2==0.2.1
|
| 581 |
+
wrapt==2.0.1
|
| 582 |
+
en_core_web_sm==3.8.0
|
| 583 |
+
click==8.3.0
|
| 584 |
+
missingno==0.5.2
|
| 585 |
+
grpc-google-iam-v1==0.14.3
|
| 586 |
+
markdown-it-py==4.0.0
|
| 587 |
+
diffusers==0.35.2
|
| 588 |
+
GDAL==3.8.4
|
| 589 |
+
fastrlock==0.8.3
|
| 590 |
+
albumentations==2.0.8
|
| 591 |
+
tensorflow-probability==0.25.0
|
| 592 |
+
thinc==8.3.8
|
| 593 |
+
rapids-dask-dependency==25.10.0
|
| 594 |
+
sqlparse==0.5.3
|
| 595 |
+
cramjam==2.11.0
|
| 596 |
+
types-pytz==2025.2.0.20251108
|
| 597 |
+
rsa==4.9.1
|
| 598 |
+
opentelemetry-api==1.37.0
|
| 599 |
+
uc-micro-py==1.0.3
|
| 600 |
+
docstring_parser==0.17.0
|
| 601 |
+
pydantic_core==2.33.2
|
| 602 |
+
albucore==0.0.24
|
| 603 |
+
tokenizers==0.22.1
|
| 604 |
+
shap==0.50.0
|
| 605 |
+
gcsfs==2025.3.0
|
| 606 |
+
more-itertools==10.8.0
|
| 607 |
+
backcall==0.2.0
|
| 608 |
+
lightgbm==4.6.0
|
| 609 |
+
nbclassic==1.3.3
|
| 610 |
+
kiwisolver==1.4.9
|
| 611 |
+
PySocks==1.7.1
|
| 612 |
+
semantic-version==2.10.0
|
| 613 |
+
jaxlib==0.7.2
|
| 614 |
+
distro==1.9.0
|
| 615 |
+
hyperframe==6.1.0
|
| 616 |
+
geopandas==1.1.1
|
| 617 |
+
opt_einsum==3.4.0
|
| 618 |
+
scooby==0.11.0
|
| 619 |
+
preshed==3.0.10
|
| 620 |
+
tables==3.10.2
|
| 621 |
+
altair==5.5.0
|
| 622 |
+
langchain-core==0.3.79
|
| 623 |
+
libucx-cu12==1.19.0
|
| 624 |
+
notebook==6.5.7
|
| 625 |
+
toml==0.10.2
|
| 626 |
+
tenacity==8.5.0
|
| 627 |
+
nvidia-cudnn-cu12==9.10.2.21
|
| 628 |
+
gradio==5.49.1
|
| 629 |
+
docutils==0.21.2
|
| 630 |
+
h2==4.3.0
|
| 631 |
+
stumpy==1.13.0
|
| 632 |
+
python-slugify==8.0.4
|
| 633 |
+
zipp==3.23.0
|
| 634 |
+
mlxtend==0.23.4
|
| 635 |
+
google-cloud-appengine-logging==1.7.0
|
| 636 |
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holoviews==1.22.0
|
| 637 |
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pydantic==2.11.10
|
| 638 |
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termcolor==3.2.0
|
| 639 |
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opentelemetry-exporter-gcp-trace==1.11.0
|
| 640 |
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gradio_client==1.13.3
|
| 641 |
+
Authlib==1.6.5
|
| 642 |
+
cuda-bindings==12.9.4
|
| 643 |
+
cymem==2.0.11
|
| 644 |
+
gymnasium==1.2.2
|
| 645 |
+
google-cloud-discoveryengine==0.13.12
|
| 646 |
+
safehttpx==0.1.7
|
| 647 |
+
ipytree==0.2.2
|
| 648 |
+
panel==1.8.3
|
| 649 |
+
cupy-cuda12x==13.6.0
|
| 650 |
+
watchdog==6.0.0
|
| 651 |
+
pooch==1.8.2
|
| 652 |
+
jupyter_server_terminals==0.5.3
|
| 653 |
+
ptyprocess==0.7.0
|
| 654 |
+
libkvikio-cu12==25.10.0
|
| 655 |
+
pyshp==3.0.2.post1
|
| 656 |
+
python-dotenv==1.2.1
|
| 657 |
+
locket==1.0.0
|
| 658 |
+
ale-py==0.11.2
|
| 659 |
+
ipyevents==2.0.4
|
| 660 |
+
tcmlib==1.4.1
|
| 661 |
+
imutils==0.5.4
|
| 662 |
+
simplejson==3.20.2
|
| 663 |
+
lxml==5.4.0
|
| 664 |
+
tensorflow_decision_forests==1.12.0
|
| 665 |
+
networkx==3.5
|
| 666 |
+
mdurl==0.1.2
|
| 667 |
+
absl-py==1.4.0
|
| 668 |
+
shellingham==1.5.4
|
| 669 |
+
jax-cuda12-plugin==0.7.2
|
| 670 |
+
ply==3.11
|
| 671 |
+
jiter==0.12.0
|
| 672 |
+
GitPython==3.1.45
|
| 673 |
+
rich==13.9.4
|
| 674 |
+
llvmlite==0.43.0
|
| 675 |
+
gym==0.25.2
|
| 676 |
+
websockets==15.0.1
|
| 677 |
+
requests-toolbelt==1.0.0
|
| 678 |
+
libcudf-cu12==25.10.0
|
| 679 |
+
text-unidecode==1.3
|
| 680 |
+
mdit-py-plugins==0.5.0
|
| 681 |
+
pexpect==4.9.0
|
| 682 |
+
peewee==3.18.3
|
| 683 |
+
grpclib==0.4.8
|
| 684 |
+
ndindex==1.10.0
|
| 685 |
+
jupyter_server==2.14.0
|
| 686 |
+
rfc3987-syntax==1.1.0
|
| 687 |
+
nvidia-cusparselt-cu12==0.7.1
|
| 688 |
+
python-apt==0.0.0
|
| 689 |
+
python-apt==2.4.0+ubuntu4
|
| 690 |
+
oauthlib==3.2.0
|
| 691 |
+
six==1.16.0
|
| 692 |
+
distro==1.7.0
|
| 693 |
+
jeepney==0.7.1
|
| 694 |
+
httplib2==0.20.2
|
| 695 |
+
blinker==1.4
|
| 696 |
+
launchpadlib==1.10.16
|
| 697 |
+
keyring==23.5.0
|
| 698 |
+
PyGObject==3.42.1
|
| 699 |
+
pyparsing==2.4.7
|
| 700 |
+
importlib-metadata==4.6.4
|
| 701 |
+
PyJWT==2.3.0
|
| 702 |
+
wadllib==1.3.6
|
| 703 |
+
lazr.uri==1.0.6
|
| 704 |
+
lazr.restfulclient==0.14.4
|
| 705 |
+
cryptography==3.4.8
|
| 706 |
+
dbus-python==1.2.18
|
| 707 |
+
SecretStorage==3.3.1
|
| 708 |
+
more-itertools==8.10.0
|
| 709 |
+
zipp==1.0.0
|
| 710 |
+
Markdown==3.3.6
|
| 711 |
+
MarkupSafe==2.0.1
|
| 712 |
+
Mako==1.1.3
|
| 713 |
+
autocommand==2.2.2
|
| 714 |
+
zipp==3.19.2
|
| 715 |
+
inflect==7.3.1
|
| 716 |
+
wheel==0.43.0
|
| 717 |
+
packaging==24.1
|
| 718 |
+
importlib_resources==6.4.0
|
| 719 |
+
tomli==2.0.1
|
| 720 |
+
backports.tarfile==1.2.0
|
| 721 |
+
jaraco.collections==5.1.0
|
| 722 |
+
typeguard==4.3.0
|
| 723 |
+
platformdirs==4.2.2
|
| 724 |
+
typing_extensions==4.12.2
|
| 725 |
+
more-itertools==10.3.0
|
| 726 |
+
jaraco.text==3.12.1
|
| 727 |
+
jaraco.functools==4.0.1
|
| 728 |
+
jaraco.context==5.3.0
|
| 729 |
+
importlib_metadata==8.0.0
|
wandb/run-20251119_144852-3f6ksrz7/files/wandb-metadata.json
ADDED
|
@@ -0,0 +1,36 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"os": "Linux-6.6.105+-x86_64-with-glibc2.35",
|
| 3 |
+
"python": "CPython 3.12.12",
|
| 4 |
+
"startedAt": "2025-11-19T14:48:52.937439Z",
|
| 5 |
+
"program": "RF-DETR%20Nano%20on%20UVH-26_Majority%20Voting",
|
| 6 |
+
"codePath": "RF-DETR%20Nano%20on%20UVH-26_Majority%20Voting",
|
| 7 |
+
"email": "subhansh4268@gmail.com",
|
| 8 |
+
"root": "output",
|
| 9 |
+
"host": "ddb4b8badf51",
|
| 10 |
+
"executable": "/usr/bin/python3",
|
| 11 |
+
"colab": "https://colab.research.google.com/notebook#fileId=1Jn94qqpUrKNr6D2jaY_XzxEz0-UjRT3s",
|
| 12 |
+
"cpu_count": 1,
|
| 13 |
+
"cpu_count_logical": 2,
|
| 14 |
+
"gpu": "Tesla T4",
|
| 15 |
+
"gpu_count": 1,
|
| 16 |
+
"disk": {
|
| 17 |
+
"/": {
|
| 18 |
+
"total": "120942624768",
|
| 19 |
+
"used": "41852968960"
|
| 20 |
+
}
|
| 21 |
+
},
|
| 22 |
+
"memory": {
|
| 23 |
+
"total": "13605851136"
|
| 24 |
+
},
|
| 25 |
+
"gpu_nvidia": [
|
| 26 |
+
{
|
| 27 |
+
"name": "Tesla T4",
|
| 28 |
+
"memoryTotal": "16106127360",
|
| 29 |
+
"cudaCores": 2560,
|
| 30 |
+
"architecture": "Turing",
|
| 31 |
+
"uuid": "GPU-097f8f1a-d8cf-7512-e11b-82d88482085f"
|
| 32 |
+
}
|
| 33 |
+
],
|
| 34 |
+
"cudaVersion": "12.4",
|
| 35 |
+
"writerId": "w81m53z28dzt5fbp2rwiqv5aes68z4u9"
|
| 36 |
+
}
|
wandb/run-20251119_144852-3f6ksrz7/files/wandb-summary.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"Metrics/Base/AR50_90":0.8728742570717366,"Metrics/EMA/AP50_90":0.5930741605142046,"Metrics/EMA/AR50_90":0.8718323116926893,"_runtime":23677,"Metrics/Base/AP50":0.6935688769283922,"_wandb":{"runtime":23677},"Loss/Train":2.8990916496694346,"epoch":0,"_step":2,"Metrics/Base/AP50_90":0.5927552155860037,"_timestamp":1.7635707989848776e+09,"Metrics/EMA/AP50":0.6934199661655482,"Loss/Test":2.895145827545229}
|
wandb/run-20251119_144852-3f6ksrz7/logs/debug-core.log
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"time":"2025-11-19T14:48:53.284919076Z","level":"INFO","msg":"main: starting server","port-filename":"/tmp/tmpnfm3pakm/port-827.txt","pid":827,"log-level":0,"disable-analytics":false,"shutdown-on-parent-exit":false,"enable-dcgm-profiling":false}
|
| 2 |
+
{"time":"2025-11-19T14:48:53.287570344Z","level":"INFO","msg":"server: will exit if parent process dies","ppid":827}
|
| 3 |
+
{"time":"2025-11-19T14:48:53.286562485Z","level":"INFO","msg":"server: accepting connections","addr":{"Name":"/tmp/wandb-827-2233-2336131031/socket","Net":"unix"}}
|
| 4 |
+
{"time":"2025-11-19T14:48:53.378114407Z","level":"INFO","msg":"connection: ManageConnectionData: new connection created","id":"1(@)"}
|
| 5 |
+
{"time":"2025-11-19T14:48:53.397339507Z","level":"INFO","msg":"handleInformInit: received","streamId":"3f6ksrz7","id":"1(@)"}
|
| 6 |
+
{"time":"2025-11-19T14:48:53.620108634Z","level":"INFO","msg":"handleInformInit: stream started","streamId":"3f6ksrz7","id":"1(@)"}
|
| 7 |
+
{"time":"2025-11-19T16:56:22.903475628Z","level":"INFO","msg":"handleInformFinish: finish message received","streamId":"3f6ksrz7","id":"1(@)"}
|
| 8 |
+
{"time":"2025-11-19T16:56:22.909990075Z","level":"INFO","msg":"handleInformFinish: stream closed","streamId":"3f6ksrz7","id":"1(@)"}
|
wandb/run-20251119_144852-3f6ksrz7/logs/debug-internal.log
ADDED
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@@ -0,0 +1,12 @@
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| 1 |
+
{"time":"2025-11-19T14:48:53.397648996Z","level":"INFO","msg":"stream: starting","core version":"0.22.3"}
|
| 2 |
+
{"time":"2025-11-19T14:48:53.619871634Z","level":"INFO","msg":"stream: created new stream","id":"3f6ksrz7"}
|
| 3 |
+
{"time":"2025-11-19T14:48:53.620098902Z","level":"INFO","msg":"stream: started","id":"3f6ksrz7"}
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| 4 |
+
{"time":"2025-11-19T14:48:53.623727759Z","level":"INFO","msg":"handler: started","stream_id":"3f6ksrz7"}
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| 5 |
+
{"time":"2025-11-19T14:48:53.62376252Z","level":"INFO","msg":"writer: started","stream_id":"3f6ksrz7"}
|
| 6 |
+
{"time":"2025-11-19T14:48:53.623813561Z","level":"INFO","msg":"sender: started","stream_id":"3f6ksrz7"}
|
| 7 |
+
{"time":"2025-11-19T16:56:22.70920238Z","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
|
| 8 |
+
{"time":"2025-11-19T16:56:22.888027589Z","level":"INFO","msg":"handler: operation stats","stats":{}}
|
| 9 |
+
{"time":"2025-11-19T16:56:22.904165713Z","level":"INFO","msg":"stream: closing","id":"3f6ksrz7"}
|
| 10 |
+
{"time":"2025-11-19T16:56:22.904189334Z","level":"INFO","msg":"handler: closed","stream_id":"3f6ksrz7"}
|
| 11 |
+
{"time":"2025-11-19T16:56:22.904409793Z","level":"INFO","msg":"sender: closed","stream_id":"3f6ksrz7"}
|
| 12 |
+
{"time":"2025-11-19T16:56:22.904483416Z","level":"INFO","msg":"stream: closed","id":"3f6ksrz7"}
|
wandb/run-20251119_144852-3f6ksrz7/logs/debug.log
ADDED
|
@@ -0,0 +1,32 @@
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| 1 |
+
2025-11-19 14:48:52,948 INFO MainThread:827 [wandb_setup.py:_flush():81] Current SDK version is 0.22.3
|
| 2 |
+
2025-11-19 14:48:52,948 INFO MainThread:827 [wandb_setup.py:_flush():81] Configure stats pid to 827
|
| 3 |
+
2025-11-19 14:48:52,948 INFO MainThread:827 [wandb_setup.py:_flush():81] Loading settings from /root/.config/wandb/settings
|
| 4 |
+
2025-11-19 14:48:52,948 INFO MainThread:827 [wandb_setup.py:_flush():81] Loading settings from /content/wandb/settings
|
| 5 |
+
2025-11-19 14:48:52,948 INFO MainThread:827 [wandb_setup.py:_flush():81] Loading settings from environment variables
|
| 6 |
+
2025-11-19 14:48:52,948 INFO MainThread:827 [wandb_init.py:setup_run_log_directory():706] Logging user logs to output/wandb/run-20251119_144852-3f6ksrz7/logs/debug.log
|
| 7 |
+
2025-11-19 14:48:52,948 INFO MainThread:827 [wandb_init.py:setup_run_log_directory():707] Logging internal logs to output/wandb/run-20251119_144852-3f6ksrz7/logs/debug-internal.log
|
| 8 |
+
2025-11-19 14:48:52,948 INFO MainThread:827 [wandb_init.py:monkeypatch_ipython():625] configuring jupyter hooks <wandb.sdk.wandb_init._WandbInit object at 0x7b182cf2de50>
|
| 9 |
+
2025-11-19 14:48:52,949 INFO MainThread:827 [wandb_init.py:init():833] calling init triggers
|
| 10 |
+
2025-11-19 14:48:52,950 INFO MainThread:827 [wandb_init.py:init():838] wandb.init called with sweep_config: {}
|
| 11 |
+
config: {'lr': 1e-05, 'lr_encoder': 1.5e-05, 'batch_size': 4, 'grad_accum_steps': 4, 'epochs': 1, 'ema_decay': 0.993, 'ema_tau': 100, 'lr_drop': 100, 'checkpoint_interval': 10, 'warmup_epochs': 0, 'lr_vit_layer_decay': 0.8, 'lr_component_decay': 0.7, 'drop_path': 0.0, 'group_detr': 13, 'ia_bce_loss': True, 'cls_loss_coef': 1.0, 'num_select': 300, 'dataset_file': 'roboflow', 'square_resize_div_64': True, 'dataset_dir': '/content/drive/MyDrive/UVH-26_Majority_voting/UVH-26k-MV', 'output_dir': 'output', 'multi_scale': True, 'expanded_scales': True, 'do_random_resize_via_padding': False, 'use_ema': True, 'num_workers': 2, 'weight_decay': 0.0001, 'early_stopping': False, 'early_stopping_patience': 10, 'early_stopping_min_delta': 0.001, 'early_stopping_use_ema': False, 'tensorboard': True, 'wandb': True, 'project': 'UVH-26-MV-RFDETR', 'run': 'UVH-26MV-RFDETR-Nano', 'class_names': None, 'run_test': True, '_wandb': {}}
|
| 12 |
+
2025-11-19 14:48:52,950 INFO MainThread:827 [wandb_init.py:init():881] starting backend
|
| 13 |
+
2025-11-19 14:48:53,377 INFO MainThread:827 [wandb_init.py:init():884] sending inform_init request
|
| 14 |
+
2025-11-19 14:48:53,392 INFO MainThread:827 [wandb_init.py:init():892] backend started and connected
|
| 15 |
+
2025-11-19 14:48:53,412 INFO MainThread:827 [wandb_run.py:_label_probe_notebook():1328] probe notebook
|
| 16 |
+
2025-11-19 14:48:54,103 INFO MainThread:827 [wandb_init.py:init():962] updated telemetry
|
| 17 |
+
2025-11-19 14:48:54,105 INFO MainThread:827 [wandb_init.py:init():986] communicating run to backend with 90.0 second timeout
|
| 18 |
+
2025-11-19 14:48:54,351 INFO MainThread:827 [wandb_init.py:init():1028] run resumed
|
| 19 |
+
2025-11-19 14:48:54,353 INFO MainThread:827 [wandb_init.py:init():1033] starting run threads in backend
|
| 20 |
+
2025-11-19 14:48:54,880 INFO MainThread:827 [wandb_run.py:_console_start():2506] atexit reg
|
| 21 |
+
2025-11-19 14:48:54,881 INFO MainThread:827 [wandb_run.py:_redirect():2354] redirect: wrap_raw
|
| 22 |
+
2025-11-19 14:48:54,881 INFO MainThread:827 [wandb_run.py:_redirect():2423] Wrapping output streams.
|
| 23 |
+
2025-11-19 14:48:54,881 INFO MainThread:827 [wandb_run.py:_redirect():2446] Redirects installed.
|
| 24 |
+
2025-11-19 14:48:54,887 INFO MainThread:827 [wandb_init.py:init():1073] run started, returning control to user process
|
| 25 |
+
2025-11-19 16:56:22,054 INFO MainThread:827 [wandb_run.py:_finish():2272] finishing run subh_775-com/UVH-26-MV-RFDETR/3f6ksrz7
|
| 26 |
+
2025-11-19 16:56:22,055 INFO MainThread:827 [jupyter.py:save_history():429] not saving jupyter history
|
| 27 |
+
2025-11-19 16:56:22,055 INFO MainThread:827 [jupyter.py:save_ipynb():353] not saving jupyter notebook
|
| 28 |
+
2025-11-19 16:56:22,055 INFO MainThread:827 [wandb_init.py:_jupyter_teardown():610] cleaning up jupyter logic
|
| 29 |
+
2025-11-19 16:56:22,055 INFO MainThread:827 [wandb_run.py:_atexit_cleanup():2471] got exitcode: 0
|
| 30 |
+
2025-11-19 16:56:22,056 INFO MainThread:827 [wandb_run.py:_restore():2453] restore
|
| 31 |
+
2025-11-19 16:56:22,056 INFO MainThread:827 [wandb_run.py:_restore():2459] restore done
|
| 32 |
+
2025-11-19 16:56:22,897 INFO MainThread:827 [wandb_run.py:_footer_sync_info():3835] logging synced files
|
wandb/run-20251119_144852-3f6ksrz7/run-3f6ksrz7.wandb
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:cafc2c4c357dce94d27c911b0fe92a4fb68251e7025c4b1ebc02c8d4a5994dd7
|
| 3 |
+
size 966530
|