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schema: '2.0'
stages:
download-dataset:
cmd:
- python -m solarnet.main download sdo-benchmark data
- touch data/sdo-benchmark.placeholder
outs:
- path: data/sdo-benchmark.placeholder
md5: d41d8cd98f00b204e9800998ecf8427e
size: 0
train@binary:
cmd: python -m solarnet.main train +experiment=baseline_binary_sdobenchmark -v
deps:
- path: config/experiment/baseline_binary_sdobenchmark.yaml
md5: c3c817fa280d3c00443c60f6d8fe855a
size: 373
- path: data/sdo-benchmark.placeholder
md5: d41d8cd98f00b204e9800998ecf8427e
size: 0
- path: solarnet/models/image_classification.py
md5: 17073e00d8b7a2ea9cc904debc89de86
size: 4994
- path: solarnet/tasks/train.py
md5: e574a043828372af93c95d23a8198a24
size: 4289
params:
config/config.yaml:
model:
backbone: simple-cnn
learning_rate: 0.005
name: Baseline binary classification model
path: models/baseline_binary_sdobenchmark
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
training_type: train
outs:
- path: models/baseline_binary_sdobenchmark/config.yaml
md5: 2e290026d2d6310b275cd528d35d8b70
size: 615
- path: models/baseline_binary_sdobenchmark/metadata.yaml
md5: cd4e47b50cc3058587bc195a276c79d9
size: 600
- path: models/baseline_binary_sdobenchmark/model.ckpt
md5: ba3409374c9d37fb8a0e9bd192bf798a
size: 323100
- path: models/baseline_binary_sdobenchmark/model.pt
md5: f03f8ab663f238311dbee5d8999b62a8
size: 111879
- path: models/baseline_binary_sdobenchmark/model_config.yaml
md5: 7071bf2cb071e501c9156b15920948ba
size: 396
- path: models/baseline_binary_sdobenchmark/model_summary.txt
md5: d0146dfb1aaf7670ba3144848ed70d4e
size: 2203
- path: models/baseline_binary_sdobenchmark/train_plots/
md5: 866a1db7b37883cc9ffa21b675f3305d.dir
size: 4782099
nfiles: 5
test@binary:
cmd: python -m solarnet.main test +experiment=baseline_binary_sdobenchmark
deps:
- path: config/experiment/baseline_binary_sdobenchmark.yaml
md5: c3c817fa280d3c00443c60f6d8fe855a
size: 373
- path: data/sdo-benchmark.placeholder
md5: d41d8cd98f00b204e9800998ecf8427e
size: 0
- path: models/baseline_binary_sdobenchmark/model.ckpt
md5: ba3409374c9d37fb8a0e9bd192bf798a
size: 323100
- path: solarnet/models/image_classification.py
md5: 17073e00d8b7a2ea9cc904debc89de86
size: 4994
- path: solarnet/tasks/test.py
md5: 2455c6f3b3a858c022643bac054d015d
size: 7371
params:
config/config.yaml:
model:
backbone: simple-cnn
learning_rate: 0.005
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
outs:
- path: models/baseline_binary_sdobenchmark/metrics.yaml
md5: 39d5bbf620f0859965a7834c18553ab5
size: 211
- path: models/baseline_binary_sdobenchmark/test_plots/
md5: d14749ee14904e260c7ad2ab3668b375.dir
size: 1044243
nfiles: 3
generate-report@binary:
cmd: printf "# Model report\n" > models/baseline_binary_sdobenchmark/report.md
&& printf "## Training\n" >> models/baseline_binary_sdobenchmark/report.md &&
printf "### Parameters\n" >> models/baseline_binary_sdobenchmark/report.md &&
printf '```yaml\n' >> models/baseline_binary_sdobenchmark/report.md && cat models/baseline_binary_sdobenchmark/config.yaml
>> models/baseline_binary_sdobenchmark/report.md && printf '```\n' >> models/baseline_binary_sdobenchmark/report.md
&& printf "### Model architecture\n" >> models/baseline_binary_sdobenchmark/report.md
&& printf '```\n' >> models/baseline_binary_sdobenchmark/report.md && cat models/baseline_binary_sdobenchmark/model_summary.txt
>> models/baseline_binary_sdobenchmark/report.md && printf '```\n' >> models/baseline_binary_sdobenchmark/report.md
&& printf "### Loss curve\n" >> models/baseline_binary_sdobenchmark/report.md
&& printf "\n\n" >> models/baseline_binary_sdobenchmark/report.md
&& printf "### Accuracy curve\n" >> models/baseline_binary_sdobenchmark/report.md
&& printf "\n\n"
>> models/baseline_binary_sdobenchmark/report.md && printf "### Metadata\n"
>> models/baseline_binary_sdobenchmark/report.md && printf '```yaml\n' >> models/baseline_binary_sdobenchmark/report.md
&& cat models/baseline_binary_sdobenchmark/metadata.yaml >> models/baseline_binary_sdobenchmark/report.md
&& printf '```\n' >> models/baseline_binary_sdobenchmark/report.md && printf
"## Test\n" >> models/baseline_binary_sdobenchmark/report.md && printf "###
Metrics\n" >> models/baseline_binary_sdobenchmark/report.md && dvc metrics show
--show-md models/baseline_binary_sdobenchmark/metrics.yaml --precision 4 >>
models/baseline_binary_sdobenchmark/report.md && printf "### Confusion matrix\n"
>> models/baseline_binary_sdobenchmark/report.md && printf "\n\n" >> models/baseline_binary_sdobenchmark/report.md &&
printf "### ROC Curve\n" >> models/baseline_binary_sdobenchmark/report.md &&
printf "\n\n" >> models/baseline_binary_sdobenchmark/report.md
&& printf "### Test samples\n" >> models/baseline_binary_sdobenchmark/report.md
&& printf "\n\n"
>> models/baseline_binary_sdobenchmark/report.md
deps:
- path: models/baseline_binary_sdobenchmark/config.yaml
md5: 2e290026d2d6310b275cd528d35d8b70
size: 615
- path: models/baseline_binary_sdobenchmark/metadata.yaml
md5: cd4e47b50cc3058587bc195a276c79d9
size: 600
- path: models/baseline_binary_sdobenchmark/metrics.yaml
md5: 39d5bbf620f0859965a7834c18553ab5
size: 211
- path: models/baseline_binary_sdobenchmark/model_summary.txt
md5: d0146dfb1aaf7670ba3144848ed70d4e
size: 2203
- path: models/baseline_binary_sdobenchmark/test_plots/
md5: d14749ee14904e260c7ad2ab3668b375.dir
size: 1044243
nfiles: 3
- path: models/baseline_binary_sdobenchmark/train_plots/
md5: 866a1db7b37883cc9ffa21b675f3305d.dir
size: 4782099
nfiles: 5
outs:
- path: models/baseline_binary_sdobenchmark/report.md
md5: 3b486d66c5df43603b7913f3965a9bc3
size: 4371
train@multiclass:
cmd: python -m solarnet.main train +experiment=baseline_multiclass_sdobenchmark
-v
deps:
- path: config/experiment/baseline_multiclass_sdobenchmark.yaml
md5: dcb32ec6d45498b4c6d6993bf6b76c5b
size: 367
- path: data/sdo-benchmark.placeholder
md5: d41d8cd98f00b204e9800998ecf8427e
size: 0
- path: solarnet/models/image_classification.py
md5: 17073e00d8b7a2ea9cc904debc89de86
size: 4994
- path: solarnet/tasks/train.py
md5: e574a043828372af93c95d23a8198a24
size: 4289
params:
config/config.yaml:
model:
backbone: simple-cnn
learning_rate: 0.005
name: Baseline binary classification model
path: models/baseline_binary_sdobenchmark
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
training_type: train
outs:
- path: models/baseline_multiclass_sdobenchmark/config.yaml
md5: b7fcc9381d7f431b83201cf33f1a4c32
size: 597
- path: models/baseline_multiclass_sdobenchmark/metadata.yaml
md5: 9757a2af7a12aae0b175813ad8881ace
size: 693
- path: models/baseline_multiclass_sdobenchmark/model.ckpt
md5: 908b3e71d50a8b66426e73c3c83e4d34
size: 323484
- path: models/baseline_multiclass_sdobenchmark/model.pt
md5: 1d00d4e3e8a5a05cc6b0bda2fbedca7d
size: 112007
- path: models/baseline_multiclass_sdobenchmark/model_config.yaml
md5: a4eefdb7f8e162424d9645fcdc139d7f
size: 441
- path: models/baseline_multiclass_sdobenchmark/model_summary.txt
md5: d8565d498db11fd75699041ec0b88675
size: 2203
- path: models/baseline_multiclass_sdobenchmark/train_plots/
md5: 1abd28ebcb85ea2fcad7ccd133301233.dir
size: 3965901
nfiles: 5
test@multiclass:
cmd: python -m solarnet.main test +experiment=baseline_multiclass_sdobenchmark
deps:
- path: config/experiment/baseline_multiclass_sdobenchmark.yaml
md5: dcb32ec6d45498b4c6d6993bf6b76c5b
size: 367
- path: data/sdo-benchmark.placeholder
md5: d41d8cd98f00b204e9800998ecf8427e
size: 0
- path: models/baseline_multiclass_sdobenchmark/model.ckpt
md5: 908b3e71d50a8b66426e73c3c83e4d34
size: 323484
- path: solarnet/models/image_classification.py
md5: 17073e00d8b7a2ea9cc904debc89de86
size: 4994
- path: solarnet/tasks/test.py
md5: 2455c6f3b3a858c022643bac054d015d
size: 7371
params:
config/config.yaml:
model:
backbone: simple-cnn
learning_rate: 0.005
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
outs:
- path: models/baseline_multiclass_sdobenchmark/metrics.yaml
md5: eb485e2323c56abc95412a67854566ec
size: 212
- path: models/baseline_multiclass_sdobenchmark/test_plots/
md5: 3b7d1fbd2efeb8d85ff584be93ae1a3d.dir
size: 849085
nfiles: 2
generate-report@multiclass:
cmd: printf "# Model report\n" > models/baseline_multiclass_sdobenchmark/report.md
&& printf "## Training\n" >> models/baseline_multiclass_sdobenchmark/report.md
&& printf "### Parameters\n" >> models/baseline_multiclass_sdobenchmark/report.md
&& printf '```yaml\n' >> models/baseline_multiclass_sdobenchmark/report.md &&
cat models/baseline_multiclass_sdobenchmark/config.yaml >> models/baseline_multiclass_sdobenchmark/report.md
&& printf '```\n' >> models/baseline_multiclass_sdobenchmark/report.md && printf
"### Model architecture\n" >> models/baseline_multiclass_sdobenchmark/report.md
&& printf '```\n' >> models/baseline_multiclass_sdobenchmark/report.md && cat
models/baseline_multiclass_sdobenchmark/model_summary.txt >> models/baseline_multiclass_sdobenchmark/report.md
&& printf '```\n' >> models/baseline_multiclass_sdobenchmark/report.md && printf
"### Loss curve\n" >> models/baseline_multiclass_sdobenchmark/report.md && printf
"\n\n" >> models/baseline_multiclass_sdobenchmark/report.md
&& printf "### Accuracy curve\n" >> models/baseline_multiclass_sdobenchmark/report.md
&& printf "\n\n"
>> models/baseline_multiclass_sdobenchmark/report.md && printf "### Metadata\n"
>> models/baseline_multiclass_sdobenchmark/report.md && printf '```yaml\n' >>
models/baseline_multiclass_sdobenchmark/report.md && cat models/baseline_multiclass_sdobenchmark/metadata.yaml
>> models/baseline_multiclass_sdobenchmark/report.md && printf '```\n' >> models/baseline_multiclass_sdobenchmark/report.md
&& printf "## Test\n" >> models/baseline_multiclass_sdobenchmark/report.md &&
printf "### Metrics\n" >> models/baseline_multiclass_sdobenchmark/report.md
&& dvc metrics show --show-md models/baseline_multiclass_sdobenchmark/metrics.yaml
--precision 4 >> models/baseline_multiclass_sdobenchmark/report.md && printf
"### Confusion matrix\n" >> models/baseline_multiclass_sdobenchmark/report.md
&& printf "\n\n"
>> models/baseline_multiclass_sdobenchmark/report.md && printf "### Test samples\n"
>> models/baseline_multiclass_sdobenchmark/report.md && printf "\n\n" >> models/baseline_multiclass_sdobenchmark/report.md
deps:
- path: models/baseline_multiclass_sdobenchmark/config.yaml
md5: b7fcc9381d7f431b83201cf33f1a4c32
size: 597
- path: models/baseline_multiclass_sdobenchmark/metadata.yaml
md5: 9757a2af7a12aae0b175813ad8881ace
size: 693
- path: models/baseline_multiclass_sdobenchmark/metrics.yaml
md5: eb485e2323c56abc95412a67854566ec
size: 212
- path: models/baseline_multiclass_sdobenchmark/model_summary.txt
md5: d8565d498db11fd75699041ec0b88675
size: 2203
- path: models/baseline_multiclass_sdobenchmark/test_plots/
md5: 3b7d1fbd2efeb8d85ff584be93ae1a3d.dir
size: 849085
nfiles: 2
- path: models/baseline_multiclass_sdobenchmark/train_plots/
md5: 1abd28ebcb85ea2fcad7ccd133301233.dir
size: 3965901
nfiles: 5
outs:
- path: models/baseline_multiclass_sdobenchmark/report.md
md5: 81af83babb4c036c891175e610d8b506
size: 4392
train@regression:
cmd: python -m solarnet.main train +experiment=baseline_regression_sdobenchmark
-v
deps:
- path: config/experiment/baseline_regression_sdobenchmark.yaml
md5: d6248738101fd678a6730302d5655c81
size: 265
- path: data/sdo-benchmark.placeholder
md5: d41d8cd98f00b204e9800998ecf8427e
size: 0
- path: solarnet/models/image_regression.py
md5: dad292ffee3776aa325b828256f7e570
size: 4137
- path: solarnet/tasks/train.py
md5: e574a043828372af93c95d23a8198a24
size: 4289
params:
config/config.yaml:
model:
backbone: simple-cnn
learning_rate: 0.005
name: Baseline binary classification model
path: models/baseline_binary_sdobenchmark
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
training_type: train
outs:
- path: models/baseline_regression_sdobenchmark/config.yaml
md5: 159b05b1c86e27d20ea02f481723bb32
size: 509
- path: models/baseline_regression_sdobenchmark/metadata.yaml
md5: 0be7c28a6282373f32eff3e1fc24720a
size: 481
- path: models/baseline_regression_sdobenchmark/model.ckpt
md5: 931fb690414ac4f7182abd5e3b49a109
size: 322387
- path: models/baseline_regression_sdobenchmark/model.pt
md5: 312e7ff7da78279544e58d3f7d049469
size: 111357
- path: models/baseline_regression_sdobenchmark/model_config.yaml
md5: 0220ecc4fff92dfc2b7ca1501067f25e
size: 333
- path: models/baseline_regression_sdobenchmark/model_summary.txt
md5: 6b75d3281f7630eb00c80d17bc9436e4
size: 2121
- path: models/baseline_regression_sdobenchmark/train_plots/
md5: 37db1002aa27faa3e7bc347e3f2b52fa.dir
size: 3923435
nfiles: 4
test@regression:
cmd: python -m solarnet.main test +experiment=baseline_regression_sdobenchmark
deps:
- path: config/experiment/baseline_regression_sdobenchmark.yaml
md5: d6248738101fd678a6730302d5655c81
size: 265
- path: data/sdo-benchmark.placeholder
md5: d41d8cd98f00b204e9800998ecf8427e
size: 0
- path: models/baseline_regression_sdobenchmark/model.ckpt
md5: 931fb690414ac4f7182abd5e3b49a109
size: 322387
- path: solarnet/models/image_regression.py
md5: dad292ffee3776aa325b828256f7e570
size: 4137
- path: solarnet/tasks/test.py
md5: 2455c6f3b3a858c022643bac054d015d
size: 7371
params:
config/config.yaml:
model:
backbone: simple-cnn
learning_rate: 0.005
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
outs:
- path: models/baseline_regression_sdobenchmark/metrics.yaml
md5: 6e37b9fe6155a2a441a8c04177ee88f2
size: 56
- path: models/baseline_regression_sdobenchmark/test_plots/
md5: 38d20b27a294eafb53b5e6f45ba90382.dir
size: 802411
nfiles: 2
generate-report@regression:
cmd: printf "# Model report\n" > models/baseline_regression_sdobenchmark/report.md
&& printf "## Training\n" >> models/baseline_regression_sdobenchmark/report.md
&& printf "### Parameters\n" >> models/baseline_regression_sdobenchmark/report.md
&& printf '```yaml\n' >> models/baseline_regression_sdobenchmark/report.md &&
cat models/baseline_regression_sdobenchmark/config.yaml >> models/baseline_regression_sdobenchmark/report.md
&& printf '```\n' >> models/baseline_regression_sdobenchmark/report.md && printf
"### Model architecture\n" >> models/baseline_regression_sdobenchmark/report.md
&& printf '```\n' >> models/baseline_regression_sdobenchmark/report.md && cat
models/baseline_regression_sdobenchmark/model_summary.txt >> models/baseline_regression_sdobenchmark/report.md
&& printf '```\n' >> models/baseline_regression_sdobenchmark/report.md && printf
"### Loss curve\n" >> models/baseline_regression_sdobenchmark/report.md && printf
"\n\n" >> models/baseline_regression_sdobenchmark/report.md
&& true && printf "### Metadata\n" >> models/baseline_regression_sdobenchmark/report.md
&& printf '```yaml\n' >> models/baseline_regression_sdobenchmark/report.md &&
cat models/baseline_regression_sdobenchmark/metadata.yaml >> models/baseline_regression_sdobenchmark/report.md
&& printf '```\n' >> models/baseline_regression_sdobenchmark/report.md && printf
"## Test\n" >> models/baseline_regression_sdobenchmark/report.md && printf "###
Metrics\n" >> models/baseline_regression_sdobenchmark/report.md && dvc metrics
show --show-md models/baseline_regression_sdobenchmark/metrics.yaml --precision
10 >> models/baseline_regression_sdobenchmark/report.md && printf "### Regression
line\n" >> models/baseline_regression_sdobenchmark/report.md && printf "\n\n" >> models/baseline_regression_sdobenchmark/report.md
&& printf "### Test samples\n" >> models/baseline_regression_sdobenchmark/report.md
&& printf "\n\n"
>> models/baseline_regression_sdobenchmark/report.md
deps:
- path: models/baseline_regression_sdobenchmark/config.yaml
md5: 159b05b1c86e27d20ea02f481723bb32
size: 509
- path: models/baseline_regression_sdobenchmark/metadata.yaml
md5: 0be7c28a6282373f32eff3e1fc24720a
size: 481
- path: models/baseline_regression_sdobenchmark/metrics.yaml
md5: 6e37b9fe6155a2a441a8c04177ee88f2
size: 56
- path: models/baseline_regression_sdobenchmark/model_summary.txt
md5: 6b75d3281f7630eb00c80d17bc9436e4
size: 2121
- path: models/baseline_regression_sdobenchmark/test_plots/
md5: 38d20b27a294eafb53b5e6f45ba90382.dir
size: 802411
nfiles: 2
- path: models/baseline_regression_sdobenchmark/train_plots/
md5: 37db1002aa27faa3e7bc347e3f2b52fa.dir
size: 3923435
nfiles: 4
outs:
- path: models/baseline_regression_sdobenchmark/report.md
md5: ec6a275dae4447ffea8031c34b9d83b9
size: 3724
test@binary_sdodataset:
cmd: python -m solarnet.main test +experiment=baseline_binary_sdodataset
deps:
- path: config/experiment/baseline_binary_sdodataset.yaml
md5: 942512f4fd21c2042b1769eb3091b149
size: 566
- path: data/sdo-dataset-cls-bz-24h-2015-2017.placeholder
md5: d41d8cd98f00b204e9800998ecf8427e
size: 0
- path: models/baseline_binary_sdodataset/model.ckpt
md5: 198eed8070b6f22ee9b7fded29a6e287
size: 323036
- path: solarnet/models/image_classification.py
md5: 17073e00d8b7a2ea9cc904debc89de86
size: 4994
- path: solarnet/tasks/test.py
md5: 2455c6f3b3a858c022643bac054d015d
size: 7371
params:
config/config.yaml:
model:
backbone: simple-cnn
learning_rate: 0.005
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
outs:
- path: models/baseline_binary_sdodataset/metrics.yaml
md5: 6dbccd1576f6f07e3c8f1112593412f0
size: 210
- path: models/baseline_binary_sdodataset/test_plots/
md5: 552058ed367fe6c74a80ae2eb7856923.dir
size: 562228
nfiles: 3
train@binary_sdodataset:
cmd: python -m solarnet.main train +experiment=baseline_binary_sdodataset -v
deps:
- path: config/experiment/baseline_binary_sdodataset.yaml
md5: 942512f4fd21c2042b1769eb3091b149
size: 566
- path: data/sdo-dataset-cls-bz-24h-2015-2017.placeholder
md5: d41d8cd98f00b204e9800998ecf8427e
size: 0
- path: solarnet/models/image_classification.py
md5: 17073e00d8b7a2ea9cc904debc89de86
size: 4994
- path: solarnet/tasks/train.py
md5: e574a043828372af93c95d23a8198a24
size: 4289
params:
config/config.yaml:
model:
backbone: simple-cnn
learning_rate: 0.005
name: Baseline binary classification model
path: models/baseline_binary_sdobenchmark
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
training_type: train
outs:
- path: models/baseline_binary_sdodataset/config.yaml
md5: ca072c74da3dea6ab4b7b1660971aecc
size: 605
- path: models/baseline_binary_sdodataset/metadata.yaml
md5: aac79e93627cc68e4a1f869ba3ac2e44
size: 606
- path: models/baseline_binary_sdodataset/model.ckpt
md5: 198eed8070b6f22ee9b7fded29a6e287
size: 323036
- path: models/baseline_binary_sdodataset/model.pt
md5: 9c110379276bfba573878efa4656a9e4
size: 111879
- path: models/baseline_binary_sdodataset/model_config.yaml
md5: 5e4db48b0af99ce8ae18b0baefac2efe
size: 399
- path: models/baseline_binary_sdodataset/model_summary.txt
md5: 76230023788b0c9864e34ed4f74a3342
size: 2272
- path: models/baseline_binary_sdodataset/train_plots/
md5: 19f7c7c0e62892d1ba1d7a81ebfc6e9d.dir
size: 1840971
nfiles: 5
generate-report@binary_sdodataset:
cmd: printf "# Model report\n" > models/baseline_binary_sdodataset/report.md &&
printf "## Training\n" >> models/baseline_binary_sdodataset/report.md && printf
"### Parameters\n" >> models/baseline_binary_sdodataset/report.md && printf
'```yaml\n' >> models/baseline_binary_sdodataset/report.md && cat models/baseline_binary_sdodataset/config.yaml
>> models/baseline_binary_sdodataset/report.md && printf '```\n' >> models/baseline_binary_sdodataset/report.md
&& printf "### Model architecture\n" >> models/baseline_binary_sdodataset/report.md
&& printf '```\n' >> models/baseline_binary_sdodataset/report.md && cat models/baseline_binary_sdodataset/model_summary.txt
>> models/baseline_binary_sdodataset/report.md && printf '```\n' >> models/baseline_binary_sdodataset/report.md
&& printf "### Loss curve\n" >> models/baseline_binary_sdodataset/report.md
&& printf "\n\n" >> models/baseline_binary_sdodataset/report.md
&& printf "### Accuracy curve\n" >> models/baseline_binary_sdodataset/report.md
&& printf "\n\n"
>> models/baseline_binary_sdodataset/report.md && printf "### Metadata\n" >>
models/baseline_binary_sdodataset/report.md && printf '```yaml\n' >> models/baseline_binary_sdodataset/report.md
&& cat models/baseline_binary_sdodataset/metadata.yaml >> models/baseline_binary_sdodataset/report.md
&& printf '```\n' >> models/baseline_binary_sdodataset/report.md && printf "##
Test\n" >> models/baseline_binary_sdodataset/report.md && printf "### Metrics\n"
>> models/baseline_binary_sdodataset/report.md && dvc metrics show --show-md
models/baseline_binary_sdodataset/metrics.yaml --precision 4 >> models/baseline_binary_sdodataset/report.md
&& printf "### Confusion matrix\n" >> models/baseline_binary_sdodataset/report.md
&& printf "\n\n"
>> models/baseline_binary_sdodataset/report.md && printf "### ROC Curve\n" >>
models/baseline_binary_sdodataset/report.md && printf "\n\n" >> models/baseline_binary_sdodataset/report.md && printf "###
Test samples\n" >> models/baseline_binary_sdodataset/report.md && printf "\n\n" >> models/baseline_binary_sdodataset/report.md
deps:
- path: models/baseline_binary_sdodataset/config.yaml
md5: ca072c74da3dea6ab4b7b1660971aecc
size: 605
- path: models/baseline_binary_sdodataset/metadata.yaml
md5: aac79e93627cc68e4a1f869ba3ac2e44
size: 606
- path: models/baseline_binary_sdodataset/metrics.yaml
md5: 6dbccd1576f6f07e3c8f1112593412f0
size: 210
- path: models/baseline_binary_sdodataset/model_summary.txt
md5: 76230023788b0c9864e34ed4f74a3342
size: 2272
- path: models/baseline_binary_sdodataset/test_plots/
md5: 552058ed367fe6c74a80ae2eb7856923.dir
size: 562228
nfiles: 3
- path: models/baseline_binary_sdodataset/train_plots/
md5: 19f7c7c0e62892d1ba1d7a81ebfc6e9d.dir
size: 1840971
nfiles: 5
outs:
- path: models/baseline_binary_sdodataset/report.md
md5: 90334c2d1d6e087149a8d33ad0d132a7
size: 4430
ssl@ssl:
cmd: python -m solarnet.main train_ssl +experiment=ssl -v
deps:
- path: config/experiment/ssl.yaml
md5: 864262c7c610b074609c0a0e07b21578
size: 408
- path: solarnet/models/ssl.py
md5: 134726e12744d65de94d9413a9ea170a
size: 5066
- path: solarnet/tasks/train.py
md5: 1c9be29504bc26fd3bd61d1967a7a28e
size: 8732
params:
config/config.yaml:
model:
backbone: simple-cnn
activation: relu6
dropout: 0.5
name: Baseline binary classification model
path: models/binary
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
learning_rate: 0.005
scheduler: '...'
outs:
- path: models/ssl/config.yaml
md5: 8156d88fe0c217d7382d11eb53847f1d
size: 441
- path: models/ssl/metadata.yaml
md5: 295bec88494aacd54e430c50decdb07e
size: 358
- path: models/ssl/model.ckpt
md5: 068899c0cc352068f158aec5535096fb
size: 360098431
- path: models/ssl/model_summary.txt
md5: 0c772704ed24e36f4338a67311f8e7c1
size: 12156
- path: models/ssl/train_plots/
md5: 2c2c35507ba7cf791c4cc73b1b0d3e5d.dir
size: 34330
nfiles: 1
ssl_ft@ssl_ft:
cmd: python -m solarnet.main finetune +experiment=ssl_ft -v
deps:
- path: config/experiment/ssl_ft.yaml
md5: 0b760112e2946ba54ba173e6266bc349
size: 219
- path: solarnet/tasks/train.py
md5: a39c39139ba2702b535b7cf1ed09d81a
size: 9837
params:
config/config.yaml:
model:
backbone: simple-cnn
activation: relu6
dropout: 0.5
name: Baseline binary classification model
path: models/binary
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
learning_rate: 0.005
scheduler: '...'
outs:
- path: models/ssl_ft/config.yaml
md5: 1751596d07a205eed14e64b1854938a5
size: 465
- path: models/ssl_ft/metadata.yaml
md5: abd8652a96000a14b06ffea2d0b2bdc7
size: 351
- path: models/ssl_ft/model.ckpt
md5: 80294765cc1cc3173671ca2ddd24746f
size: 107458866
- path: models/ssl_ft/model_summary.txt
md5: f9b44bd8cc02bd18e7a33a69714bbb2a
size: 12027
- path: models/ssl_ft/train_plots/
md5: 97c098bdc7b3d5ae015b5a71a94e346c.dir
size: 78093
nfiles: 2
test@ssl_ft:
cmd: python -m solarnet.main test +experiment=ssl_ft_sdobenchmark
deps:
- path: config/experiment/ssl_ft_sdobenchmark.yaml
md5: 86e894675d96e6bea9a011ba240ccec8
size: 492
- path: data/sdo-benchmark.placeholder
md5: 03bc278e4376c8585af17fe4557b0337
size: 162
- path: models/ssl_bz_ft_sdobenchmark/model.ckpt
md5: 354a726b9aaf4396c26f51681640d064
size: 107459113
- path: solarnet/models/image_classification.py
md5: 000f834d6f4ed39d0e5b482b3af422b0
size: 5130
- path: solarnet/tasks/test.py
md5: 2455c6f3b3a858c022643bac054d015d
size: 7371
params:
config/config.yaml:
model:
backbone: simple-cnn
learning_rate: 0.005
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
outs:
- path: models/ssl_bz_ft_sdobenchmark/metrics.yaml
md5: 3be07b41765df6823a8ad9a5dd319b97
size: 211
- path: models/ssl_bz_ft_sdobenchmark/test_plots/
md5: ac8036f045c1cb491a7c26b68f7cdf21.dir
size: 883655
nfiles: 3
finetune@ssl:
cmd: python -m solarnet.main train +experiment=ssl_ft_sdobenchmark -v
deps:
- path: config/experiment/ssl_ft_sdobenchmark.yaml
md5: 86e894675d96e6bea9a011ba240ccec8
size: 492
- path: data/sdo-benchmark.placeholder
md5: 03bc278e4376c8585af17fe4557b0337
size: 162
- path: models/ssl_bz/model.pt
md5: ef04908b12949bedbfda4de6d00be406
size: 120927500
- path: models/ssl_bz/model_config.yaml
md5: 901cdeaa9a5ab2ca8e5fce469fcb09b2
size: 452
- path: solarnet/models/image_classification.py
md5: 000f834d6f4ed39d0e5b482b3af422b0
size: 5130
- path: solarnet/tasks/train.py
md5: 3583737b956e8096d271b4b737522005
size: 4347
params:
config/config.yaml:
model:
backbone: simple-cnn
learning_rate: 0.005
name: Baseline binary classification model
path: models/baseline_binary_sdobenchmark
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
training_type: train
outs:
- path: models/ssl_bz_ft_sdobenchmark/config.yaml
md5: d03f1258d2670a3efbe062c1b1e8aa55
size: 623
- path: models/ssl_bz_ft_sdobenchmark/metadata.yaml
md5: 88769cf994854be48f45e6cb68e1ae71
size: 606
- path: models/ssl_bz_ft_sdobenchmark/model.ckpt
md5: 354a726b9aaf4396c26f51681640d064
size: 107459113
- path: models/ssl_bz_ft_sdobenchmark/model.pt
md5: b236c80ce67a346b048a77ca8b21eb0f
size: 98543223
- path: models/ssl_bz_ft_sdobenchmark/model_config.yaml
md5: cdedf1699b8df5387b2bc318d879b02e
size: 680
- path: models/ssl_bz_ft_sdobenchmark/model_summary.txt
md5: f9b44bd8cc02bd18e7a33a69714bbb2a
size: 12027
- path: models/ssl_bz_ft_sdobenchmark/train_plots/
md5: 7a6d2a6c30fb7043ebfb5f1dab3c9518.dir
size: 4250682
nfiles: 5
train@ssl:
cmd: python -m solarnet.main train +experiment=ssl -v
deps:
- path: config/experiment/ssl.yaml
md5: 7a4c5c3ccee366e89bbf35fcd3c4f5a2
size: 601
- path: data/sdo-dataset-ssl-bz-1h-2010-2014.placeholder
md5: d41d8cd98f00b204e9800998ecf8427e
size: 0
- path: solarnet/models/simclr.py
md5: 722f53b8ce2e6e5ef995af34e21bbf8b
size: 2678
- path: solarnet/tasks/train.py
md5: e574a043828372af93c95d23a8198a24
size: 4289
params:
config/config.yaml:
model:
backbone: simple-cnn
learning_rate: 0.005
name: Baseline binary classification model
path: models/baseline_binary_sdobenchmark
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
training_type: train
outs:
- path: models/ssl_bz/config.yaml
md5: f0ac2d698568eb94e2183e4d5f2d2cd1
size: 580
- path: models/ssl_bz/metadata.yaml
md5: 12b3b813b4ac6f56ef081fea52bf8cc0
size: 562
- path: models/ssl_bz/model.ckpt
md5: 12b9b41287e1c852f4ece52464544b4b
size: 360098943
- path: models/ssl_bz/model.pt
md5: e0ee5606237b554c7443a1a3020fa1b6
size: 120927500
- path: models/ssl_bz/model_config.yaml
md5: b61c0770e46e6c6e67b4f5c629941150
size: 452
- path: models/ssl_bz/model_summary.txt
md5: c1e5fe62d49c128e6ad38a28289cf576
size: 12157
- path: models/ssl_bz/train_plots/
md5: b42ed3598739b1d97e82f10df0f386a6.dir
size: 2403083
nfiles: 3
train@ssl_171:
cmd: python -m solarnet.main train +experiment=ssl -v
deps:
- path: config/experiment/ssl.yaml
md5: 62adf210a92eca000793a7676c4f6735
size: 563
- path: data/sdo-benchmark.placeholder
md5: 03bc278e4376c8585af17fe4557b0337
size: 162
- path: solarnet/models/simclr.py
md5: fd2f67f37ac1e09d87e673cf0d0146ee
size: 2443
- path: solarnet/tasks/train.py
md5: 037156bfa4d5578f6ad58f8ca823280b
size: 3792
params:
config/config.yaml:
model:
backbone: simple-cnn
activation: relu6
pooling: 0
dropout: 0.5
learning_rate: 0.005
name: Baseline binary classification model
path: models/binary
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
training_type: train
outs:
- path: models/ssl_171/config.yaml
md5: 94acc9436818a28ee1f6d05ce8e9129d
size: 611
- path: models/ssl_171/metadata.yaml
md5: dca9e2d8f0e473f0e66fc6e30d0bfb7a
size: 361
- path: models/ssl_171/model.ckpt
md5: cd68ae3fccd30304fc25ab77787e0ca5
size: 360098943
- path: models/ssl_171/model.pt
md5: 2e632e75417ee2c845e8cee516fd5d68
size: 120927500
- path: models/ssl_171/model_config.yaml
md5: 317a5d53b40da53d1cd55015092b3462
size: 87
- path: models/ssl_171/model_summary.txt
md5: c1e5fe62d49c128e6ad38a28289cf576
size: 12157
- path: models/ssl_171/train_plots/
md5: 47022b71470ea7995d3074f802959a4a.dir
size: 48179
nfiles: 1
finetune@ssl_171:
cmd: python -m solarnet.main train +experiment=ssl_ft -v
deps:
- path: config/experiment/ssl_ft.yaml
md5: 31df7d6777303bc86dab9b6b314c34b0
size: 498
- path: models/ssl_171/model.pt
md5: 2e632e75417ee2c845e8cee516fd5d68
size: 120927500
- path: models/ssl_171/model_config.yaml
md5: 317a5d53b40da53d1cd55015092b3462
size: 87
- path: solarnet/models/image_classification.py
md5: 7f9ce597c861720b3f447f0ce1008847
size: 4352
- path: solarnet/tasks/train.py
md5: 037156bfa4d5578f6ad58f8ca823280b
size: 3792
params:
config/config.yaml:
model:
backbone: simple-cnn
activation: relu6
pooling: 0
dropout: 0.5
learning_rate: 0.005
name: Baseline binary classification model
path: models/binary
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
training_type: train
outs:
- path: models/ssl_ft_171/config.yaml
md5: dfb70e92e003ccc7a9210f4ab597b709
size: 637
- path: models/ssl_ft_171/metadata.yaml
md5: eb3f56dd8159193c6647d7a3bb4b65b1
size: 352
- path: models/ssl_ft_171/model.ckpt
md5: 2edf5d1623b2b714dbfb69f5a94785be
size: 107458930
- path: models/ssl_ft_171/model_summary.txt
md5: f9b44bd8cc02bd18e7a33a69714bbb2a
size: 12027
- path: models/ssl_ft_171/train_plots/
md5: c812ef469b278e1dafbe1105c4c06161.dir
size: 75003
nfiles: 2
test@ssl_ft_171:
cmd: python -m solarnet.main test +experiment=ssl_ft
deps:
- path: config/experiment/ssl_ft.yaml
md5: 31df7d6777303bc86dab9b6b314c34b0
size: 498
- path: data/sdo-benchmark.placeholder
md5: 03bc278e4376c8585af17fe4557b0337
size: 162
- path: models/ssl_ft_171/model.ckpt
md5: 2edf5d1623b2b714dbfb69f5a94785be
size: 107458930
- path: solarnet/models/cnn_module.py
md5: 08f17f739feeb6b969f80f6b2b249c88
size: 1825
- path: solarnet/models/image_classification.py
md5: 7f9ce597c861720b3f447f0ce1008847
size: 4352
- path: solarnet/tasks/test.py
md5: 5aafcf9f538e31473d3966efb0281b6c
size: 7520
params:
config/config.yaml:
model:
backbone: simple-cnn
activation: relu6
pooling: 0
dropout: 0.5
learning_rate: 0.005
seed: 42
trainer:
epochs: 20
patience: 12
batch_size: 128
outs:
- path: models/ssl_ft_171/metrics.yaml
md5: dd81c25d6d48d451c9a00d5bdfb11735
size: 208
- path: models/ssl_ft_171/test_plots/
md5: c3109f1409e15c5eb3ab93499a557c2d.dir
size: 1083412
nfiles: 3
prepare-data@ssl:
cmd:
- python -m solarnet.main dataset config/dataset_ssl.yaml -v
- touch data/sdo-dataset-ssl-bz-1h.placeholder
deps:
- path: config/dataset_ssl.yaml
md5: 4ab82bbc75738ff28aff7593bcf25a07
size: 2349
outs:
- path: data/sdo-dataset-ssl-bz-1h.placeholder
md5: d41d8cd98f00b204e9800998ecf8427e
size: 0
prepare-data@cls:
cmd:
- python -m solarnet.main dataset config/dataset_cls.yaml -v
- touch data/sdo-dataset-cls-211-24h.placeholder
deps:
- path: config/dataset_cls.yaml
md5: 1520fda60d30d8b4edc6563bdb8952c5
size: 2354
outs:
- path: data/sdo-dataset-cls-211-24h.placeholder
md5: d41d8cd98f00b204e9800998ecf8427e
size: 0
generate-report-ssl@ssl_bz:
cmd: printf "# Model report\n" > models/ssl_bz/report.md && printf "## Training\n"
>> models/ssl_bz/report.md && printf "### Parameters\n" >> models/ssl_bz/report.md
&& printf '```yaml\n' >> models/ssl_bz/report.md && cat models/ssl_bz/config.yaml
>> models/ssl_bz/report.md && printf '```\n' >> models/ssl_bz/report.md && printf
"### Model architecture\n" >> models/ssl_bz/report.md && printf '```\n' >> models/ssl_bz/report.md
&& cat models/ssl_bz/model_summary.txt >> models/ssl_bz/report.md && printf
'```\n' >> models/ssl_bz/report.md && printf "### Loss curve\n" >> models/ssl_bz/report.md
&& printf "\n\n" >> models/ssl_bz/report.md
&& printf "### Metadata\n" >> models/ssl_bz/report.md && printf '```yaml\n'
>> models/ssl_bz/report.md && cat models/ssl_bz/metadata.yaml >> models/ssl_bz/report.md
&& printf '```\n' >> models/ssl_bz/report.md
deps:
- path: models/ssl_bz/config.yaml
md5: f0ac2d698568eb94e2183e4d5f2d2cd1
size: 580
- path: models/ssl_bz/metadata.yaml
md5: 12b3b813b4ac6f56ef081fea52bf8cc0
size: 562
- path: models/ssl_bz/model_summary.txt
md5: c1e5fe62d49c128e6ad38a28289cf576
size: 12157
- path: models/ssl_bz/train_plots/
md5: b42ed3598739b1d97e82f10df0f386a6.dir
size: 2403083
nfiles: 3
outs:
- path: models/ssl_bz/report.md
md5: a26f92cf7727ac0f26aec563a75f3bac
size: 13480
generate-report@ssl_bz_ft_sdobenchmark: