diff --git a/.gitignore b/.gitignore
index 4d341ae..843684d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -144,7 +144,6 @@ venv.bak/
# mkdocs documentation
**/site/
**/sdk-docs-site/
-geospatial-studio-sdk/docs/examples/
# mypy
.mypy_cache/
@@ -176,4 +175,7 @@ resources.qrc
*.geostudio_apikey*
tasks/
*.geostudio_config_file*
+
+# tune-tasks folder
+**/tune-tasks/
geospatial-studio-sdk/docs/examples/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 31ca84a..3b0b516 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -3,6 +3,20 @@
repos:
+ - repo: https://github.com/ibm/detect-secrets
+ # If you desire to use a specific version of detect-secrets, you can replace `master` with other git revisions such as branch, tag or commit sha.
+ # You are encouraged to use static refs such as tags, instead of branch name
+ #
+ # Running "pre-commit autoupdate" automatically updates rev to latest tag
+ rev: 0.13.1+ibm.62.dss
+ hooks:
+ - id: detect-secrets # pragma: whitelist secret
+ # Add options for detect-secrets-hook binary. You can run `detect-secrets-hook --help` to list out all possible options.
+ # You may also run `pre-commit run detect-secrets` to preview the scan result.
+ # when "--baseline" without "--use-all-plugins", pre-commit scan with just plugins in baseline file
+ # when "--baseline" with "--use-all-plugins", pre-commit scan with all available plugins
+ # add "--fail-on-unaudited" to fail pre-commit for unaudited potential secrets
+ args: [--baseline, .secrets.baseline, --use-all-plugins]
- repo: https://github.com/pre-commit/pre-commit-hooks
rev: v4.4.0
hooks:
diff --git a/examples/dataset-onboarding/001-Introduction-to-Onboarding-Tuning-Data.ipynb b/examples/dataset-onboarding/001-Introduction-to-Onboarding-Tuning-Data.ipynb
index fc2a229..53b9fb9 100644
--- a/examples/dataset-onboarding/001-Introduction-to-Onboarding-Tuning-Data.ipynb
+++ b/examples/dataset-onboarding/001-Introduction-to-Onboarding-Tuning-Data.ipynb
@@ -15,7 +15,7 @@
"source": [
"# 001-Introduction-to-Onboarding-Tuning-Data\n",
"\n",
- "Download [001-Introduction-to-Onboarding-Tuning-Data.ipynb](001-Introduction-to-Onboarding-Tuning-Data.ipynb) notebook and try it out\n",
+ "📥 Download 001-Introduction-to-Onboarding-Tuning-Data.ipynb and try it out\n",
"\n",
"## Introduction\n",
"This notebook is intended to be a guide to onboarding a new fine-tuning dataset Geospatial Studio using the python SDK.\n",
diff --git a/examples/e2e-walkthroughs/GeospatialStudio-Walkthrough-BurnScars.ipynb b/examples/e2e-walkthroughs/GeospatialStudio-Walkthrough-BurnScars.ipynb
index 3eb6ec1..f24803f 100644
--- a/examples/e2e-walkthroughs/GeospatialStudio-Walkthrough-BurnScars.ipynb
+++ b/examples/e2e-walkthroughs/GeospatialStudio-Walkthrough-BurnScars.ipynb
@@ -7,7 +7,7 @@
"source": [
"# Mapping wildfire burn scars using HLS data\n",
"\n",
- "Download [GeospatialStudio-Walkthrough-BurnScars.ipynb](GeospatialStudio-Walkthrough-BurnScars.ipynb) notebook and try it out\n",
+ "📥 Download GeospatialStudio-Walkthrough-BurnScars.ipynb and try it out\n",
"\n",
"Imagine that you work in disaster response and need a rapid way to map the extent areas burned by wildfires. You need to do this in an automated, scalable manner. We can achieve this using an AI model which ingests satellite data (in this instance the NASA Harmonized Landsat Sentinel2 dataset) and outputs a map of burned area. We could potentially then integrate the burned area extent with details of infrastructure or assets to quantify impact.\n",
"\n",
diff --git a/examples/e2e-walkthroughs/GeospatialStudio-Walkthrough-Flooding.ipynb b/examples/e2e-walkthroughs/GeospatialStudio-Walkthrough-Flooding.ipynb
index 726847d..5344476 100644
--- a/examples/e2e-walkthroughs/GeospatialStudio-Walkthrough-Flooding.ipynb
+++ b/examples/e2e-walkthroughs/GeospatialStudio-Walkthrough-Flooding.ipynb
@@ -6,7 +6,7 @@
"source": [
"# Mapping flooding using an AI flood model\n",
"\n",
- "Download [GeospatialStudio-Walkthrough-Flooding.ipynb](GeospatialStudio-Walkthrough-Flooding.ipynb) notebook and try it out\n",
+ "📥 Download GeospatialStudio-Walkthrough-Flooding.ipynb and try it out\n",
"\n",
"Assume you are interested in mapping flooding, traditionally you might have either relied on on-the-ground mapping, or possibly for manual analysis of remote-sensing imagery (i.e. satellite or UAV). In order to scale up these efforts and operationalise, we need a way to automate the extraction of flood extent from satellite imagery. This is where we turn to AI models. \n",
"\n",
diff --git a/examples/fine-tuning/001-Introduction-to-Finetuning.ipynb b/examples/fine-tuning/001-Introduction-to-Finetuning.ipynb
index d2a30b7..ce9e13b 100644
--- a/examples/fine-tuning/001-Introduction-to-Finetuning.ipynb
+++ b/examples/fine-tuning/001-Introduction-to-Finetuning.ipynb
@@ -7,7 +7,7 @@
"source": [
"# 001-Introduction-to-Finetuning\n",
"\n",
- "Download [001-Introduction-to-Finetuning.ipynb](001-Introduction-to-Finetuning.ipynb) notebook and try it out\n",
+ "📥 Download 001-Introduction-to-Finetuning.ipynb and try it out\n",
"\n",
"## Introduction\n",
"This notebook is intended to be an introduction to using the python SDK to fine-tune a new model from a geospatial foundation model backbone using the Geospatial Studio.\n",
diff --git a/examples/fine-tuning/002-Upload-Complete-Tune-Artifacts.ipynb b/examples/fine-tuning/002-Upload-Complete-Tune-Artifacts.ipynb
index 4a2ee67..b77a24e 100644
--- a/examples/fine-tuning/002-Upload-Complete-Tune-Artifacts.ipynb
+++ b/examples/fine-tuning/002-Upload-Complete-Tune-Artifacts.ipynb
@@ -7,7 +7,7 @@
"source": [
"# 002-Upload-Completed-Tune-Artifacts\n",
"\n",
- "Download [002-Upload-Complete-Tune-Artifacts.ipynb](002-Upload-Complete-Tune-Artifacts.ipynb) notebook and try it out\n",
+ "📥 Download 002-Upload-Complete-Tune-Artifacts.ipynb and try it out\n",
"\n",
"\n",
"## Introduction\n",
diff --git a/examples/fine-tuning/003-Terratorch-Iterate.ipynb b/examples/fine-tuning/003-Terratorch-Iterate.ipynb
index fe703dd..83f0be8 100644
--- a/examples/fine-tuning/003-Terratorch-Iterate.ipynb
+++ b/examples/fine-tuning/003-Terratorch-Iterate.ipynb
@@ -7,6 +7,8 @@
"source": [
"# FineTuning: HPO With Terratorch Iterate\n",
"\n",
+ "📥 Download 003-Terratorch-Iterate.ipynb and try it out\n",
+ "\n",
"\n",
"## Introduction\n",
"\n",
diff --git a/examples/fine-tuning/004-Create-User-Defined-Tuning-Templates.ipynb b/examples/fine-tuning/004-Create-User-Defined-Tuning-Templates.ipynb
index 07d3058..85380c7 100644
--- a/examples/fine-tuning/004-Create-User-Defined-Tuning-Templates.ipynb
+++ b/examples/fine-tuning/004-Create-User-Defined-Tuning-Templates.ipynb
@@ -15,7 +15,7 @@
"source": [
"# 004-Create-User-Defined-Tuning-Templates\n",
"\n",
- "Download [004-Create-User-Defined-Tuning-Templates.ipynb](004-Create-User-Defined-Tuning-Templates.ipynb) notebook and try it out.\n",
+ "📥 Download 004-Create-User-Defined-Tuning-Templates.ipynb and try it out\n",
"\n",
"## Introduction\n",
"This notebook is intended to be an introduction to creating and managing Tuning templates using the Geospatial Studio SDK. The tutorial assumes the user wishes to use an existing template and data in the studio. \n",
diff --git a/examples/inference/001-Introduction-to-Inferencing.ipynb b/examples/inference/001-Introduction-to-Inferencing.ipynb
index 28c2cf7..89ebc3b 100644
--- a/examples/inference/001-Introduction-to-Inferencing.ipynb
+++ b/examples/inference/001-Introduction-to-Inferencing.ipynb
@@ -7,7 +7,7 @@
"source": [
"# 001-Introduction-to-Inferencing\n",
"\n",
- "Download [001-Introduction-to-Inferencing.ipynb](001-Introduction-to-Inferencing.ipynb) notebook and try it out\n",
+ "📥 Download 001-Introduction-to-Inferencing.ipynb and try it out\n",
"\n",
"## Introduction\n",
"This notebook is meant for someone with minimal knowledge of Geospatial, to be able to meaningfully use the most important functions of the Geospatial Studio SDK to run a model.\n",
diff --git a/examples/inference/002-Add-Precomputed-Examples.ipynb b/examples/inference/002-Add-Precomputed-Examples.ipynb
index 843f0b4..3b48271 100644
--- a/examples/inference/002-Add-Precomputed-Examples.ipynb
+++ b/examples/inference/002-Add-Precomputed-Examples.ipynb
@@ -7,7 +7,7 @@
"source": [
"# 002-Add-Precomputed-Examples\n",
"\n",
- "Download [002-Add-Precomputed-Examples.ipynb](002-Add-Precomputed-Examples.ipynb) notebook and try it out\n",
+ "📥 Download 002-Add-Precomputed-Examples.ipynb and try it out\n",
"\n",
"## Introduction\n",
"This notebook is meant for someone with minimal knowledge, to be able to meaningfully use the most important functions of the Geospatial SDK.\n",
diff --git a/examples/inference/003-Running-inferences-with-extra-pipeline-steps.ipynb b/examples/inference/003-Running-inferences-with-extra-pipeline-steps.ipynb
index 38bc0ef..65227bb 100644
--- a/examples/inference/003-Running-inferences-with-extra-pipeline-steps.ipynb
+++ b/examples/inference/003-Running-inferences-with-extra-pipeline-steps.ipynb
@@ -7,7 +7,7 @@
"source": [
"# 003-Running-inferences-with-extra-pipeline-steps\n",
"\n",
- "Download [003-Running-inferences-with-extra-pipeline-steps](003-Running-inferences-with-extra-pipeline-steps.ipynb) notebook and try it out\n",
+ "📥 Download 003-Running-inferences-with-extra-pipeline-steps and try it out\n",
"\n",
"## Introduction\n",
"This notebook is meant for someone with minimal knowledge, to be able to meaningfully use the most important functions of the Geospatial SDK.\n",
diff --git a/examples/sample_files/burnscars-iterate-hpo.yaml b/examples/sample_files/burnscars-iterate-hpo.yaml
index b968fcd..d8aa6e0 100644
--- a/examples/sample_files/burnscars-iterate-hpo.yaml
+++ b/examples/sample_files/burnscars-iterate-hpo.yaml
@@ -12,13 +12,7 @@ defaults:
trainer_args:
accelerator: gpu
log_every_n_steps: 1
- logger:
- class_path: lightning.pytorch.loggers.mlflow.MLFlowLogger
- init_args:
- experiment_name: prithvi-eo2
- run_name: prithvi-eo2-burnscars
- save_dir: /working/mlflow
- tracking_uri: https://gfm-mlflow-internal-nasageospatial-dev.cash.sl.cloud9.ibm.com
+ logger: true
max_epochs: 4
experiment_name: test_geotune-burnscars-config
n_trials: 4
diff --git a/examples/sample_files/example-terratorch-config.yaml b/examples/sample_files/example-terratorch-config.yaml
index 9c42337..4862c4e 100644
--- a/examples/sample_files/example-terratorch-config.yaml
+++ b/examples/sample_files/example-terratorch-config.yaml
@@ -10,15 +10,7 @@ trainer:
devices: auto
num_nodes: 1
precision: 16-mixed
- logger:
- class_path: lightning.pytorch.loggers.mlflow.MLFlowLogger
- init_args:
- experiment_name: geotune-5vmhksvpy4tg6bm957fw8k # Future version, chnage this to user / email
- run_name: "Test tune 1" # Future version, chnage this to tune_id
- save_dir: /geotunes/tune-tasks/geotune-5vmhksvpy4tg6bm957fw8k/mlflow
- tags:
- email: Catherine.Wanjiru@ibm.com
- name: Catherine.Wanjiru
+ logger: true
callbacks:
- class_path: RichProgressBar
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/meta.yaml b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/meta.yaml
deleted file mode 100644
index b72c0e2..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/meta.yaml
+++ /dev/null
@@ -1,18 +0,0 @@
-# © Copyright IBM Corporation 2025
-# SPDX-License-Identifier: Apache-2.0
-
-
-artifact_uri: /geotunes/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/artifacts
-end_time: 1758705849103
-entry_point_name: ''
-experiment_id: '201622622176987258'
-lifecycle_stage: active
-run_id: 03e8ad57d953415f8c29f473e32e5e0a
-run_name: geotune-qokd9fqyuhxbgyyiuurpxu_3
-source_name: ''
-source_type: 4
-source_version: ''
-start_time: 1758705180795
-status: 3
-tags: []
-user_id: '1001810000'
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/Accuracy b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/Accuracy
deleted file mode 100644
index 32a396b..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/Accuracy
+++ /dev/null
@@ -1 +0,0 @@
-1758705832513 0.8053225874900818 0
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/Class_Accuracy_0 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/Class_Accuracy_0
deleted file mode 100644
index 13532ec..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/Class_Accuracy_0
+++ /dev/null
@@ -1 +0,0 @@
-1758705833944 0.9911272525787354 0
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/Class_Accuracy_1 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/Class_Accuracy_1
deleted file mode 100644
index 090992b..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/Class_Accuracy_1
+++ /dev/null
@@ -1 +0,0 @@
-1758705835400 0.6195179224014282 0
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/Class_Accuracy_2 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/Class_Accuracy_2
deleted file mode 100644
index d6ecaf0..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/Class_Accuracy_2
+++ /dev/null
@@ -1 +0,0 @@
-1758705836776 0.0 0
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/F1_Score b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/F1_Score
deleted file mode 100644
index 1c97d74..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/F1_Score
+++ /dev/null
@@ -1 +0,0 @@
-1758705838254 0.8527191877365112 0
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/IoU_0 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/IoU_0
deleted file mode 100644
index 316f1f7..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/IoU_0
+++ /dev/null
@@ -1 +0,0 @@
-1758705839571 0.9312254190444946 0
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/IoU_1 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/IoU_1
deleted file mode 100644
index aec5abe..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/IoU_1
+++ /dev/null
@@ -1 +0,0 @@
-1758705840940 0.5886256694793701 0
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/IoU_2 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/IoU_2
deleted file mode 100644
index 0b05ec2..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/IoU_2
+++ /dev/null
@@ -1 +0,0 @@
-1758705842354 0.0 0
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/Pixel_Accuracy b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/Pixel_Accuracy
deleted file mode 100644
index 013fd73..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/Pixel_Accuracy
+++ /dev/null
@@ -1 +0,0 @@
-1758705843841 0.9373870491981506 0
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/loss b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/loss
deleted file mode 100644
index 096f054..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/loss
+++ /dev/null
@@ -1 +0,0 @@
-1758705845395 0.3106439411640167 0
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/mIoU b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/mIoU
deleted file mode 100644
index a7d01cd..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/mIoU
+++ /dev/null
@@ -1 +0,0 @@
-1758705846817 0.7599255442619324 0
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/mIoU_Micro b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/mIoU_Micro
deleted file mode 100644
index 3ec5e7e..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/best_step_val/mIoU_Micro
+++ /dev/null
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deleted file mode 100644
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deleted file mode 100644
index 721262b..0000000
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deleted file mode 100644
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/train/mIoU b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/train/mIoU
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/train/mIoU_Micro b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/metrics/train/mIoU_Micro
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deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/class_names
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/class_weights b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/class_weights
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/class_weights
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/freeze_backbone b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/freeze_backbone
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/freeze_backbone
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/freeze_decoder b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/freeze_decoder
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/freeze_decoder
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/freeze_head b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/freeze_head
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/freeze_head
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/ignore_index b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/ignore_index
deleted file mode 100644
index 3a2e3f4..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/ignore_index
+++ /dev/null
@@ -1 +0,0 @@
--1
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/loss b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/loss
deleted file mode 100644
index a2a77c3..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/loss
+++ /dev/null
@@ -1 +0,0 @@
-ce
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/lr b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/lr
deleted file mode 100644
index 6a040f9..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/lr
+++ /dev/null
@@ -1 +0,0 @@
-0.00030955055695576733
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/lr_overrides b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/lr_overrides
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/lr_overrides
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/backbone b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/backbone
deleted file mode 100644
index 8edd028..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/backbone
+++ /dev/null
@@ -1 +0,0 @@
-prithvi_eo_v2_300
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/backbone_bands b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/backbone_bands
deleted file mode 100644
index a98ad06..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/backbone_bands
+++ /dev/null
@@ -1 +0,0 @@
-[0, 1, 2, 3, 4, 5]
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/backbone_drop_path b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/backbone_drop_path
deleted file mode 100644
index 49d5957..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/backbone_drop_path
+++ /dev/null
@@ -1 +0,0 @@
-0.1
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/backbone_pretrained b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/backbone_pretrained
deleted file mode 100644
index 0ca9514..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/backbone_pretrained
+++ /dev/null
@@ -1 +0,0 @@
-True
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/decoder b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/decoder
deleted file mode 100644
index a07cbfa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/decoder
+++ /dev/null
@@ -1 +0,0 @@
-UNetDecoder
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/decoder_channels b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/decoder_channels
deleted file mode 100644
index 179b396..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/decoder_channels
+++ /dev/null
@@ -1 +0,0 @@
-[512, 256, 128, 64]
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/head_dropout b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/head_dropout
deleted file mode 100644
index 49d5957..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/head_dropout
+++ /dev/null
@@ -1 +0,0 @@
-0.1
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/necks/0/indices b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/necks/0/indices
deleted file mode 100644
index f955e62..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/necks/0/indices
+++ /dev/null
@@ -1 +0,0 @@
-[5, 11, 17, 23]
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/necks/0/name b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/necks/0/name
deleted file mode 100644
index ad4d7ba..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/necks/0/name
+++ /dev/null
@@ -1 +0,0 @@
-SelectIndices
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/necks/1/name b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/necks/1/name
deleted file mode 100644
index 1442bbb..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/necks/1/name
+++ /dev/null
@@ -1 +0,0 @@
-ReshapeTokensToImage
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/necks/2/name b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/necks/2/name
deleted file mode 100644
index 700a66f..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/necks/2/name
+++ /dev/null
@@ -1 +0,0 @@
-LearnedInterpolateToPyramidal
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/num_classes b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/num_classes
deleted file mode 100644
index 00750ed..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_args/num_classes
+++ /dev/null
@@ -1 +0,0 @@
-3
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_factory b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_factory
deleted file mode 100644
index fe007e8..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/model_factory
+++ /dev/null
@@ -1 +0,0 @@
-EncoderDecoderFactory
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/optimizer b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/optimizer
deleted file mode 100644
index 6814c98..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/optimizer
+++ /dev/null
@@ -1 +0,0 @@
-AdamW
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/optimizer_hparams/weight_decay b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/optimizer_hparams/weight_decay
deleted file mode 100644
index 4c33d77..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/optimizer_hparams/weight_decay
+++ /dev/null
@@ -1 +0,0 @@
-0.35656338438839164
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/output_most_probable b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/output_most_probable
deleted file mode 100644
index 0ca9514..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/output_most_probable
+++ /dev/null
@@ -1 +0,0 @@
-True
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/output_on_inference b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/output_on_inference
deleted file mode 100644
index bcd00e7..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/output_on_inference
+++ /dev/null
@@ -1 +0,0 @@
-prediction
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/path_to_record_metrics b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/path_to_record_metrics
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/path_to_record_metrics
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/plot_on_val b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/plot_on_val
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/plot_on_val
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/scheduler b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/scheduler
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/scheduler
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/scheduler_hparams b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/scheduler_hparams
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/scheduler_hparams
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/task b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/task
deleted file mode 100644
index ea2a349..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/task
+++ /dev/null
@@ -1 +0,0 @@
-segmentation
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/test_dataloaders_names b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/test_dataloaders_names
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/test_dataloaders_names
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_on_testing b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_on_testing
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index bc59c12..0000000
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+++ /dev/null
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-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_on_validation b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_on_validation
deleted file mode 100644
index bc59c12..0000000
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+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_parameters/average_patches b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_parameters/average_patches
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_parameters/average_patches
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_parameters/h_crop b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_parameters/h_crop
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index 20c9080..0000000
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+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_parameters/h_stride b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_parameters/h_stride
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+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_parameters/w_crop b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_parameters/w_crop
deleted file mode 100644
index 20c9080..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_parameters/w_crop
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_parameters/w_stride b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_parameters/w_stride
deleted file mode 100644
index 0f11735..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/params/tiled_inference_parameters/w_stride
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/tags/mlflow.parentRunId b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/03e8ad57d953415f8c29f473e32e5e0a/tags/mlflow.parentRunId
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+++ /dev/null
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-/opt/miniforge/bin/terratorch
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deleted file mode 100644
index 42aa0cf..0000000
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/meta.yaml b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/meta.yaml
deleted file mode 100644
index 9ab82c1..0000000
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/cpu_utilization_percentage b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/cpu_utilization_percentage
deleted file mode 100644
index 8cba0aa..0000000
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/disk_available_megabytes b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/disk_available_megabytes
deleted file mode 100644
index 2cc3cdb..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/disk_available_megabytes
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/disk_usage_megabytes b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/disk_usage_megabytes
deleted file mode 100644
index e288317..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/disk_usage_megabytes
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/disk_usage_percentage b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/disk_usage_percentage
deleted file mode 100644
index 42693db..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/disk_usage_percentage
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/network_receive_megabytes b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/network_receive_megabytes
deleted file mode 100644
index 37a33fb..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/network_receive_megabytes
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/network_transmit_megabytes b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/network_transmit_megabytes
deleted file mode 100644
index 562fdb0..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/network_transmit_megabytes
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/system_memory_usage_megabytes b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/system_memory_usage_megabytes
deleted file mode 100644
index eefe3b1..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/system_memory_usage_megabytes
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/system_memory_usage_percentage b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/system_memory_usage_percentage
deleted file mode 100644
index b4dd394..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/0fa9e4f1f90a4e6bb548f5090331a634/metrics/system/system_memory_usage_percentage
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/metrics/lr-AdamW b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/metrics/lr-AdamW
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--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/metrics/lr-AdamW
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/metrics/train/mIoU b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/metrics/train/mIoU
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/metrics/train/mIoU_Micro b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/metrics/train/mIoU_Micro
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@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/freeze_backbone b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/freeze_backbone
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/freeze_backbone
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/freeze_decoder b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/freeze_decoder
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/freeze_decoder
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/freeze_head b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/freeze_head
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/freeze_head
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/ignore_index b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/ignore_index
deleted file mode 100644
index 3a2e3f4..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/ignore_index
+++ /dev/null
@@ -1 +0,0 @@
--1
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/loss b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/loss
deleted file mode 100644
index a2a77c3..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/loss
+++ /dev/null
@@ -1 +0,0 @@
-ce
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/lr b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/lr
deleted file mode 100644
index 9ad1e97..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/lr
+++ /dev/null
@@ -1 +0,0 @@
-0.0005497687302369894
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/lr_overrides b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/lr_overrides
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/lr_overrides
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/backbone b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/backbone
deleted file mode 100644
index 8edd028..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/backbone
+++ /dev/null
@@ -1 +0,0 @@
-prithvi_eo_v2_300
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/backbone_bands b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/backbone_bands
deleted file mode 100644
index a98ad06..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/backbone_bands
+++ /dev/null
@@ -1 +0,0 @@
-[0, 1, 2, 3, 4, 5]
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/backbone_drop_path b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/backbone_drop_path
deleted file mode 100644
index 49d5957..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/backbone_drop_path
+++ /dev/null
@@ -1 +0,0 @@
-0.1
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/backbone_pretrained b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/backbone_pretrained
deleted file mode 100644
index 0ca9514..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/backbone_pretrained
+++ /dev/null
@@ -1 +0,0 @@
-True
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/decoder b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/decoder
deleted file mode 100644
index a07cbfa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/decoder
+++ /dev/null
@@ -1 +0,0 @@
-UNetDecoder
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/decoder_channels b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/decoder_channels
deleted file mode 100644
index 179b396..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/decoder_channels
+++ /dev/null
@@ -1 +0,0 @@
-[512, 256, 128, 64]
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/head_dropout b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/head_dropout
deleted file mode 100644
index 49d5957..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/head_dropout
+++ /dev/null
@@ -1 +0,0 @@
-0.1
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/necks/0/indices b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/necks/0/indices
deleted file mode 100644
index f955e62..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/necks/0/indices
+++ /dev/null
@@ -1 +0,0 @@
-[5, 11, 17, 23]
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/necks/0/name b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/necks/0/name
deleted file mode 100644
index ad4d7ba..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/necks/0/name
+++ /dev/null
@@ -1 +0,0 @@
-SelectIndices
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/necks/1/name b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/necks/1/name
deleted file mode 100644
index 1442bbb..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/necks/1/name
+++ /dev/null
@@ -1 +0,0 @@
-ReshapeTokensToImage
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/necks/2/name b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/necks/2/name
deleted file mode 100644
index 700a66f..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/necks/2/name
+++ /dev/null
@@ -1 +0,0 @@
-LearnedInterpolateToPyramidal
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/num_classes b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/num_classes
deleted file mode 100644
index 00750ed..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_args/num_classes
+++ /dev/null
@@ -1 +0,0 @@
-3
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_factory b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_factory
deleted file mode 100644
index fe007e8..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/model_factory
+++ /dev/null
@@ -1 +0,0 @@
-EncoderDecoderFactory
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/optimizer b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/optimizer
deleted file mode 100644
index 6814c98..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/optimizer
+++ /dev/null
@@ -1 +0,0 @@
-AdamW
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/optimizer_hparams/weight_decay b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/optimizer_hparams/weight_decay
deleted file mode 100644
index de8e199..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/optimizer_hparams/weight_decay
+++ /dev/null
@@ -1 +0,0 @@
-0.0877589122066123
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/output_most_probable b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/output_most_probable
deleted file mode 100644
index 0ca9514..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/output_most_probable
+++ /dev/null
@@ -1 +0,0 @@
-True
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/output_on_inference b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/output_on_inference
deleted file mode 100644
index bcd00e7..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/output_on_inference
+++ /dev/null
@@ -1 +0,0 @@
-prediction
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/path_to_record_metrics b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/path_to_record_metrics
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/path_to_record_metrics
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/plot_on_val b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/plot_on_val
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/plot_on_val
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/scheduler b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/scheduler
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/scheduler
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/scheduler_hparams b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/scheduler_hparams
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/scheduler_hparams
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/task b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/task
deleted file mode 100644
index ea2a349..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/task
+++ /dev/null
@@ -1 +0,0 @@
-segmentation
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/test_dataloaders_names b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/test_dataloaders_names
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/test_dataloaders_names
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/tiled_inference_on_testing b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/tiled_inference_on_testing
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index bc59c12..0000000
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+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/tiled_inference_on_validation b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/tiled_inference_on_validation
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+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/tiled_inference_parameters/average_patches b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/2e5f1ac663f14fad8a615538a9ec6db2/params/tiled_inference_parameters/average_patches
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+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/lr-AdamW b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/lr-AdamW
deleted file mode 100644
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--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/lr-AdamW
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/system/cpu_utilization_percentage b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/system/cpu_utilization_percentage
deleted file mode 100644
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--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/system/cpu_utilization_percentage
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/system/disk_available_megabytes b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/system/disk_available_megabytes
deleted file mode 100644
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--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/system/disk_available_megabytes
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/system/disk_usage_megabytes b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/system/disk_usage_megabytes
deleted file mode 100644
index 27fb335..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/system/disk_usage_megabytes
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/system/disk_usage_percentage b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/system/disk_usage_percentage
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/train/mIoU b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/train/mIoU
deleted file mode 100644
index 139a3b4..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/train/mIoU
+++ /dev/null
@@ -1,4 +0,0 @@
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/train/mIoU_Micro b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/train/mIoU_Micro
deleted file mode 100644
index d616d3d..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/train/mIoU_Micro
+++ /dev/null
@@ -1,4 +0,0 @@
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/Accuracy b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/Accuracy
deleted file mode 100644
index 5f77aab..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/Accuracy
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/Class_Accuracy_0 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/Class_Accuracy_0
deleted file mode 100644
index 8cabe8c..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/Class_Accuracy_0
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/Class_Accuracy_1 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/Class_Accuracy_1
deleted file mode 100644
index fdd3415..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/Class_Accuracy_1
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/Class_Accuracy_2 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/Class_Accuracy_2
deleted file mode 100644
index 0ea3296..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/Class_Accuracy_2
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/F1_Score b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/F1_Score
deleted file mode 100644
index 50c28e4..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/F1_Score
+++ /dev/null
@@ -1,4 +0,0 @@
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/IoU_0 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/IoU_0
deleted file mode 100644
index f8618cc..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/IoU_0
+++ /dev/null
@@ -1,4 +0,0 @@
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/IoU_1 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/IoU_1
deleted file mode 100644
index 7e5e2e8..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/IoU_1
+++ /dev/null
@@ -1,4 +0,0 @@
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/IoU_2 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/IoU_2
deleted file mode 100644
index 0ea3296..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/IoU_2
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/Pixel_Accuracy b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/Pixel_Accuracy
deleted file mode 100644
index 2bec3a7..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/Pixel_Accuracy
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/loss b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/loss
deleted file mode 100644
index db09c4a..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/loss
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/mIoU b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/mIoU
deleted file mode 100644
index 48f040b..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/mIoU
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/mIoU_Micro b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/mIoU_Micro
deleted file mode 100644
index dfbad4f..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/metrics/val/mIoU_Micro
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/aux_heads b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/aux_heads
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/aux_heads
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/aux_loss b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/aux_loss
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/aux_loss
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/batch_size b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/batch_size
deleted file mode 100644
index b8626c4..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/batch_size
+++ /dev/null
@@ -1 +0,0 @@
-4
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/class_names b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/class_names
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/class_names
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/class_weights b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/class_weights
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/class_weights
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/freeze_backbone b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/freeze_backbone
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/freeze_backbone
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/freeze_decoder b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/freeze_decoder
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/freeze_decoder
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/freeze_head b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/freeze_head
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/freeze_head
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/ignore_index b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/ignore_index
deleted file mode 100644
index 3a2e3f4..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/ignore_index
+++ /dev/null
@@ -1 +0,0 @@
--1
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/loss b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/loss
deleted file mode 100644
index a2a77c3..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/loss
+++ /dev/null
@@ -1 +0,0 @@
-ce
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/lr b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/lr
deleted file mode 100644
index a74b51f..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/lr
+++ /dev/null
@@ -1 +0,0 @@
-4.7586039493209614e-05
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/lr_overrides b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/lr_overrides
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/lr_overrides
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/backbone b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/backbone
deleted file mode 100644
index 8edd028..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/backbone
+++ /dev/null
@@ -1 +0,0 @@
-prithvi_eo_v2_300
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/backbone_bands b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/backbone_bands
deleted file mode 100644
index a98ad06..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/backbone_bands
+++ /dev/null
@@ -1 +0,0 @@
-[0, 1, 2, 3, 4, 5]
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/backbone_drop_path b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/backbone_drop_path
deleted file mode 100644
index 49d5957..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/backbone_drop_path
+++ /dev/null
@@ -1 +0,0 @@
-0.1
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/backbone_pretrained b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/backbone_pretrained
deleted file mode 100644
index 0ca9514..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/backbone_pretrained
+++ /dev/null
@@ -1 +0,0 @@
-True
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/decoder b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/decoder
deleted file mode 100644
index a07cbfa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/decoder
+++ /dev/null
@@ -1 +0,0 @@
-UNetDecoder
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/decoder_channels b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/decoder_channels
deleted file mode 100644
index 179b396..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/decoder_channels
+++ /dev/null
@@ -1 +0,0 @@
-[512, 256, 128, 64]
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/head_dropout b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/head_dropout
deleted file mode 100644
index 49d5957..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/head_dropout
+++ /dev/null
@@ -1 +0,0 @@
-0.1
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/necks/0/indices b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/necks/0/indices
deleted file mode 100644
index f955e62..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/necks/0/indices
+++ /dev/null
@@ -1 +0,0 @@
-[5, 11, 17, 23]
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/necks/0/name b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/necks/0/name
deleted file mode 100644
index ad4d7ba..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/necks/0/name
+++ /dev/null
@@ -1 +0,0 @@
-SelectIndices
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/necks/1/name b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/necks/1/name
deleted file mode 100644
index 1442bbb..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/necks/1/name
+++ /dev/null
@@ -1 +0,0 @@
-ReshapeTokensToImage
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/necks/2/name b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/necks/2/name
deleted file mode 100644
index 700a66f..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/necks/2/name
+++ /dev/null
@@ -1 +0,0 @@
-LearnedInterpolateToPyramidal
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/num_classes b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/num_classes
deleted file mode 100644
index 00750ed..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_args/num_classes
+++ /dev/null
@@ -1 +0,0 @@
-3
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_factory b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_factory
deleted file mode 100644
index fe007e8..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/model_factory
+++ /dev/null
@@ -1 +0,0 @@
-EncoderDecoderFactory
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/optimizer b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/optimizer
deleted file mode 100644
index 6814c98..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/optimizer
+++ /dev/null
@@ -1 +0,0 @@
-AdamW
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/optimizer_hparams/weight_decay b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/optimizer_hparams/weight_decay
deleted file mode 100644
index 529fa7f..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/optimizer_hparams/weight_decay
+++ /dev/null
@@ -1 +0,0 @@
-0.29954834114703094
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/output_most_probable b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/output_most_probable
deleted file mode 100644
index 0ca9514..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/output_most_probable
+++ /dev/null
@@ -1 +0,0 @@
-True
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/output_on_inference b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/output_on_inference
deleted file mode 100644
index bcd00e7..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/output_on_inference
+++ /dev/null
@@ -1 +0,0 @@
-prediction
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/path_to_record_metrics b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/path_to_record_metrics
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/path_to_record_metrics
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/plot_on_val b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/plot_on_val
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/plot_on_val
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/scheduler b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/scheduler
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/scheduler
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/scheduler_hparams b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/scheduler_hparams
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/scheduler_hparams
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/task b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/task
deleted file mode 100644
index ea2a349..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/task
+++ /dev/null
@@ -1 +0,0 @@
-segmentation
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/test_dataloaders_names b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/test_dataloaders_names
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/test_dataloaders_names
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/tiled_inference_on_testing b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/tiled_inference_on_testing
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/tiled_inference_on_testing
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/tiled_inference_on_validation b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/tiled_inference_on_validation
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/tiled_inference_on_validation
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/tiled_inference_parameters/average_patches b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/tiled_inference_parameters/average_patches
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/tiled_inference_parameters/average_patches
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/tiled_inference_parameters/h_crop b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/tiled_inference_parameters/h_crop
deleted file mode 100644
index 20c9080..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/722793af47d143e6967dbb69d812d42b/params/tiled_inference_parameters/h_crop
+++ /dev/null
@@ -1 +0,0 @@
-224
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--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/system/disk_available_megabytes
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/train/mIoU b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/train/mIoU
deleted file mode 100644
index 4d09a4a..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/train/mIoU
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/train/mIoU_Micro b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/train/mIoU_Micro
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index 03f43e7..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/train/mIoU_Micro
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/Accuracy b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/Accuracy
deleted file mode 100644
index eb2e44a..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/Accuracy
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index c3cc844..0000000
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/Class_Accuracy_1 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/Class_Accuracy_1
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index bae684b..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/Class_Accuracy_1
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/Class_Accuracy_2 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/Class_Accuracy_2
deleted file mode 100644
index 676b2b2..0000000
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/F1_Score b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/F1_Score
deleted file mode 100644
index 63e8355..0000000
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/IoU_0 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/IoU_0
deleted file mode 100644
index 891e7a3..0000000
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/IoU_1 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/IoU_1
deleted file mode 100644
index ddfe7bc..0000000
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/IoU_2 b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/IoU_2
deleted file mode 100644
index 676b2b2..0000000
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/Pixel_Accuracy b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/Pixel_Accuracy
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index 359f91b..0000000
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/loss b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/loss
deleted file mode 100644
index 16c5504..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/loss
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/mIoU b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/mIoU
deleted file mode 100644
index b155632..0000000
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+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/mIoU_Micro b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/mIoU_Micro
deleted file mode 100644
index deb8395..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/metrics/val/mIoU_Micro
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/aux_heads b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/aux_heads
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/aux_heads
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/aux_loss b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/aux_loss
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/aux_loss
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/batch_size b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/batch_size
deleted file mode 100644
index b8626c4..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/batch_size
+++ /dev/null
@@ -1 +0,0 @@
-4
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/class_names b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/class_names
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/class_names
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/class_weights b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/class_weights
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/class_weights
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/freeze_backbone b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/freeze_backbone
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/freeze_backbone
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/freeze_decoder b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/freeze_decoder
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/freeze_decoder
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/freeze_head b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/freeze_head
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/freeze_head
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/ignore_index b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/ignore_index
deleted file mode 100644
index 3a2e3f4..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/ignore_index
+++ /dev/null
@@ -1 +0,0 @@
--1
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/loss b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/loss
deleted file mode 100644
index a2a77c3..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/loss
+++ /dev/null
@@ -1 +0,0 @@
-ce
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/lr b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/lr
deleted file mode 100644
index 4fa7017..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/lr
+++ /dev/null
@@ -1 +0,0 @@
-0.00019028656811998193
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/lr_overrides b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/lr_overrides
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/lr_overrides
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/backbone b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/backbone
deleted file mode 100644
index 8edd028..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/backbone
+++ /dev/null
@@ -1 +0,0 @@
-prithvi_eo_v2_300
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/backbone_bands b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/backbone_bands
deleted file mode 100644
index a98ad06..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/backbone_bands
+++ /dev/null
@@ -1 +0,0 @@
-[0, 1, 2, 3, 4, 5]
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/backbone_drop_path b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/backbone_drop_path
deleted file mode 100644
index 49d5957..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/backbone_drop_path
+++ /dev/null
@@ -1 +0,0 @@
-0.1
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/backbone_pretrained b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/backbone_pretrained
deleted file mode 100644
index 0ca9514..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/backbone_pretrained
+++ /dev/null
@@ -1 +0,0 @@
-True
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/decoder b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/decoder
deleted file mode 100644
index a07cbfa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/decoder
+++ /dev/null
@@ -1 +0,0 @@
-UNetDecoder
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/decoder_channels b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/decoder_channels
deleted file mode 100644
index 179b396..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/decoder_channels
+++ /dev/null
@@ -1 +0,0 @@
-[512, 256, 128, 64]
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/head_dropout b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/head_dropout
deleted file mode 100644
index 49d5957..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/head_dropout
+++ /dev/null
@@ -1 +0,0 @@
-0.1
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/necks/0/indices b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/necks/0/indices
deleted file mode 100644
index f955e62..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/necks/0/indices
+++ /dev/null
@@ -1 +0,0 @@
-[5, 11, 17, 23]
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/necks/0/name b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/necks/0/name
deleted file mode 100644
index ad4d7ba..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/necks/0/name
+++ /dev/null
@@ -1 +0,0 @@
-SelectIndices
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/necks/1/name b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/necks/1/name
deleted file mode 100644
index 1442bbb..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/necks/1/name
+++ /dev/null
@@ -1 +0,0 @@
-ReshapeTokensToImage
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/necks/2/name b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/necks/2/name
deleted file mode 100644
index 700a66f..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/necks/2/name
+++ /dev/null
@@ -1 +0,0 @@
-LearnedInterpolateToPyramidal
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/num_classes b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/num_classes
deleted file mode 100644
index 00750ed..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_args/num_classes
+++ /dev/null
@@ -1 +0,0 @@
-3
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_factory b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_factory
deleted file mode 100644
index fe007e8..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/model_factory
+++ /dev/null
@@ -1 +0,0 @@
-EncoderDecoderFactory
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/optimizer b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/optimizer
deleted file mode 100644
index 6814c98..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/optimizer
+++ /dev/null
@@ -1 +0,0 @@
-AdamW
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/optimizer_hparams/weight_decay b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/optimizer_hparams/weight_decay
deleted file mode 100644
index 437f4d0..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/optimizer_hparams/weight_decay
+++ /dev/null
@@ -1 +0,0 @@
-0.3774301566514231
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/output_most_probable b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/output_most_probable
deleted file mode 100644
index 0ca9514..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/output_most_probable
+++ /dev/null
@@ -1 +0,0 @@
-True
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/output_on_inference b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/output_on_inference
deleted file mode 100644
index bcd00e7..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/output_on_inference
+++ /dev/null
@@ -1 +0,0 @@
-prediction
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/path_to_record_metrics b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/path_to_record_metrics
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/path_to_record_metrics
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/plot_on_val b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/plot_on_val
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/plot_on_val
+++ /dev/null
@@ -1 +0,0 @@
-False
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/scheduler b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/scheduler
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/scheduler
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/scheduler_hparams b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/scheduler_hparams
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/scheduler_hparams
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/task b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/task
deleted file mode 100644
index ea2a349..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/task
+++ /dev/null
@@ -1 +0,0 @@
-segmentation
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/test_dataloaders_names b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/test_dataloaders_names
deleted file mode 100644
index b0047fa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/test_dataloaders_names
+++ /dev/null
@@ -1 +0,0 @@
-None
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/tiled_inference_on_testing b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/tiled_inference_on_testing
deleted file mode 100644
index bc59c12..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/b31fe7698a9a4f5dab8bce5269bf168a/params/tiled_inference_on_testing
+++ /dev/null
@@ -1 +0,0 @@
-False
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/disk_usage_megabytes b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/disk_usage_megabytes
deleted file mode 100644
index e012dd6..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/disk_usage_megabytes
+++ /dev/null
@@ -1,247 +0,0 @@
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/disk_usage_percentage b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/disk_usage_percentage
deleted file mode 100644
index d5c1fe3..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/disk_usage_percentage
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/network_receive_megabytes b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/network_receive_megabytes
deleted file mode 100644
index a505fd4..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/network_receive_megabytes
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/network_transmit_megabytes b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/network_transmit_megabytes
deleted file mode 100644
index 3675358..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/network_transmit_megabytes
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/system_memory_usage_megabytes b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/system_memory_usage_megabytes
deleted file mode 100644
index 20a3205..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/system_memory_usage_megabytes
+++ /dev/null
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diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/system_memory_usage_percentage b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/system_memory_usage_percentage
deleted file mode 100644
index 84bdd71..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/metrics/system/system_memory_usage_percentage
+++ /dev/null
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-1758705472191 4.0 211
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-1758705569077 3.9 220
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-1758705601311 3.9 223
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-1758705622619 4.0 225
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-1758705686911 3.9 231
-1758705697677 3.9 232
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-1758705740197 3.9 236
-1758705750819 3.9 237
-1758705761553 3.9 238
-1758705772394 4.0 239
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-1758705804734 3.9 242
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-1758705826134 4.0 244
-1758705836746 4.2 245
-1758705847421 3.9 246
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/params/lr b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/params/lr
deleted file mode 100644
index a74b51f..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/params/lr
+++ /dev/null
@@ -1 +0,0 @@
-4.7586039493209614e-05
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/params/optimizer_hparams b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/params/optimizer_hparams
deleted file mode 100644
index 18c8451..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/params/optimizer_hparams
+++ /dev/null
@@ -1 +0,0 @@
-{'weight_decay': 0.29954834114703094}
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/backbone b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/backbone
deleted file mode 100644
index 8edd028..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/backbone
+++ /dev/null
@@ -1 +0,0 @@
-prithvi_eo_v2_300
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/decoder b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/decoder
deleted file mode 100644
index a07cbfa..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/decoder
+++ /dev/null
@@ -1 +0,0 @@
-UNetDecoder
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/early_stop_patience b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/early_stop_patience
deleted file mode 100644
index f599e28..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/early_stop_patience
+++ /dev/null
@@ -1 +0,0 @@
-10
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/mlflow.parentRunId b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/mlflow.parentRunId
deleted file mode 100644
index db727bd..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/mlflow.parentRunId
+++ /dev/null
@@ -1 +0,0 @@
-0fa9e4f1f90a4e6bb548f5090331a634
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/mlflow.runName b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/mlflow.runName
deleted file mode 100644
index 14f4d1b..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/mlflow.runName
+++ /dev/null
@@ -1 +0,0 @@
-geotune-qokd9fqyuhxbgyyiuurpxu
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/mlflow.source.name b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/mlflow.source.name
deleted file mode 100644
index 0e63812..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/mlflow.source.name
+++ /dev/null
@@ -1 +0,0 @@
-/opt/miniforge/bin/terratorch
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/mlflow.source.type b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/mlflow.source.type
deleted file mode 100644
index 4a62035..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/mlflow.source.type
+++ /dev/null
@@ -1 +0,0 @@
-LOCAL
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/mlflow.user b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/mlflow.user
deleted file mode 100644
index 146423e..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/mlflow.user
+++ /dev/null
@@ -1 +0,0 @@
-1001810000
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/n_trials b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/n_trials
deleted file mode 100644
index b8626c4..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/n_trials
+++ /dev/null
@@ -1 +0,0 @@
-4
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/partition_name b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/partition_name
deleted file mode 100644
index 4ad96d5..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/partition_name
+++ /dev/null
@@ -1 +0,0 @@
-default
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/task b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/task
deleted file mode 100644
index ea2a349..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/c0ce679ccfb94003a071e8473897fea2/tags/task
+++ /dev/null
@@ -1 +0,0 @@
-segmentation
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/meta.yaml b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/meta.yaml
deleted file mode 100644
index f2ca095..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258/meta.yaml
+++ /dev/null
@@ -1,10 +0,0 @@
-# © Copyright IBM Corporation 2025
-# SPDX-License-Identifier: Apache-2.0
-
-
-artifact_location: /geotunes/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/201622622176987258
-creation_time: 1758703122737
-experiment_id: '201622622176987258'
-last_update_time: 1758703122737
-lifecycle_stage: active
-name: geotune-qokd9fqyuhxbgyyiuurpxu
diff --git a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/geotune-qokd9fqyuhxbgyyiuurpxu_config.yaml b/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/geotune-qokd9fqyuhxbgyyiuurpxu_config.yaml
deleted file mode 100644
index 8ee09b2..0000000
--- a/examples/sample_files/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/geotune-qokd9fqyuhxbgyyiuurpxu_config.yaml
+++ /dev/null
@@ -1,140 +0,0 @@
-# © Copyright IBM Corporation 2025
-# SPDX-License-Identifier: Apache-2.0
-
-
-defaults:
- terratorch_task:
- model_args:
- backbone: prithvi_eo_v2_300
- backbone_pretrained: true
- model_factory: EncoderDecoderFactory
- optimizer: AdamW
- trainer_args:
- accelerator: gpu
- log_every_n_steps: 1
- logger:
- class_path: lightning.pytorch.loggers.mlflow.MLFlowLogger
- init_args:
- experiment_name: geotune-qokd9fqyuhxbgyyiuurpxu
- run_name: prithvi-eo2-burnscars
- save_dir: /geotunes/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/mlflow
- tracking_uri: https://geofm-mlflow-geospatial.apps.fmaas-devstage-backend.fmaas.res.ibm.com/
- max_epochs: 4
-experiment_name: geotune-qokd9fqyuhxbgyyiuurpxu
-n_trials: 4
-optimization_space:
- lr:
- log: true
- max: 1e-3
- min: 1e-6
- type: real
- optimizer_hparams:
- weight_decay:
- max: 0.4
- min: 0
- type: real
-run_repetitions: 1
-save_models: false
-storage_uri: /geotunes/tune-tasks/geotune-qokd9fqyuhxbgyyiuurpxu/
-tasks:
-- datamodule:
- class_path: terratorch.datamodules.GenericNonGeoSegmentationDataModule
- init_args:
- batch_size: 4
- constant_scale: 1.0
- dataset_bands:
- - 0
- - 1
- - 2
- - 3
- - 4
- - 5
- img_grep: '*_merged.tif'
- label_grep: '*.mask.tif'
- means:
- - 0.052501344674454685
- - 0.07818710276892571
- - 0.09527748749364956
- - 0.21442636938609524
- - 0.23594506038412516
- - 0.1707575734110789
- no_data_replace: 0
- no_label_replace: -1
- num_classes: 3
- num_workers: 2
- output_bands:
- - 0
- - 1
- - 2
- - 3
- - 4
- - 5
- rgb_indices:
- - 0
- - 1
- - 2
- stds:
- - 0.02980933467336373
- - 0.03671671799312583
- - 0.054445047276513434
- - 0.06953507438690602
- - 0.09133826565407105
- - 0.08313280812483531
- test_data_root: /data/geodata-r8sa4rfthfs9pnqaxxdvra/training_data/HLS_L30/
- test_label_data_root: /data/geodata-r8sa4rfthfs9pnqaxxdvra/labels/
- test_split: /data/geodata-r8sa4rfthfs9pnqaxxdvra/split_files/test_data.txt
- test_transform:
- - class_path: ToTensorV2
- train_data_root: /data/geodata-r8sa4rfthfs9pnqaxxdvra/training_data/HLS_L30/
- train_label_data_root: /data/geodata-r8sa4rfthfs9pnqaxxdvra/labels/
- train_split: /data/geodata-r8sa4rfthfs9pnqaxxdvra/split_files/train_data.txt
- val_data_root: /data/geodata-r8sa4rfthfs9pnqaxxdvra/training_data/HLS_L30/
- val_label_data_root: /data/geodata-r8sa4rfthfs9pnqaxxdvra/labels/
- val_split: /data/geodata-r8sa4rfthfs9pnqaxxdvra/split_files/val_data.txt
- direction: max
- early_prune: false
- early_stop_patience: 10
- metric: val/loss
- name: geotune-qokd9fqyuhxbgyyiuurpxu
- terratorch_task:
- freeze_backbone: false
- freeze_decoder: false
- ignore_index: -1
- loss: ce
- model_args:
- backbone: prithvi_eo_v2_300
- backbone_bands:
- - 0
- - 1
- - 2
- - 3
- - 4
- - 5
- backbone_drop_path: 0.1
- backbone_pretrained: true
- decoder: UNetDecoder
- decoder_channels:
- - 512
- - 256
- - 128
- - 64
- head_dropout: 0.1
- necks:
- - name: SelectIndices
- indices:
- - 5
- - 11
- - 17
- - 23
- - name: ReshapeTokensToImage
- - name: LearnedInterpolateToPyramidal
- num_classes: 3
- model_factory: EncoderDecoderFactory
- plot_on_val: 2
- tiled_inference_parameters:
- average_patches: false
- h_crop: 224
- h_stride: 196
- w_crop: 224
- w_stride: 196
- type: segmentation
diff --git a/geospatial-studio-sdk/docs/openapi.json b/geospatial-studio-sdk/docs/openapi.json
index f4cf9b4..23f4674 100644
--- a/geospatial-studio-sdk/docs/openapi.json
+++ b/geospatial-studio-sdk/docs/openapi.json
@@ -1 +1 @@
-{"openapi":"3.1.0","info":{"title":"fm.geospatial inference APIs","summary":"Geospatial Studio Inference Gateway APIs.","version":"2.0.0"},"paths":{"/v2/auth/api-keys":{"get":{"tags":["Studio / Authentication"],"summary":"List Apikeys","description":"Gets an existing api-key or creates a new one if no API-Key exists.","operationId":"list_apikeys_v2_auth_api_keys_get","security":[{"HTTPBearer":[]},{"APIKeyHeader":[]}],"responses":{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"$ref":"#/components/schemas/APIKeyListResponse"}}}}}},"post":{"tags":["Studio / Authentication"],"summary":"Generate Apikey Token","description":"Generate API key token.","operationId":"generate_apikey_token_v2_auth_api_keys_post","security":[{"HTTPBearer":[]},{"APIKeyHeader":[]}],"responses":{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"$ref":"#/components/schemas/APIKeyResponseSchema"}}}}}},"patch":{"tags":["Studio / Authentication"],"summary":"Apikey Activation","description":"Activate and deactivate an API Key.","operationId":"apikey_activation_v2_auth_api_keys_patch","security":[{"HTTPBearer":[]},{"APIKeyHeader":[]}],"parameters":[{"name":"apikey_id","in":"query","required":true,"schema":{"type":"string","format":"uuid","title":"Apikey Id"}}],"requestBody":{"required":true,"content":{"application/json":{"schema":{"$ref":"#/components/schemas/APIKeyUpdateSchema"}}}},"responses":{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"$ref":"#/components/schemas/APIKeyResponseSchema"}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"$ref":"#/components/schemas/HTTPValidationError"}}}}}},"delete":{"tags":["Studio / Authentication"],"summary":"Delete Apikey","description":"Delete an API Key.","operationId":"delete_apikey_v2_auth_api_keys_delete","security":[{"HTTPBearer":[]},{"APIKeyHeader":[]}],"parameters":[{"name":"apikey_id","in":"query","required":true,"schema":{"type":"string","format":"uuid","title":"Apikey Id"}}],"responses":{"204":{"description":"Successful Response"},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"$ref":"#/components/schemas/HTTPValidationError"}}}}}}},"/v2/models":{"post":{"tags":["Inference / Models"],"summary":"Create Model","operationId":"create_model_v2_models_post","security":[{"HTTPBearer":[]},{"APIKeyHeader":[]}],"requestBody":{"required":true,"content":{"application/json":{"schema":{"$ref":"#/components/schemas/ModelCreateInput"}}}},"responses":{"201":{"description":"Successful Response","content":{"application/json":{"schema":{"$ref":"#/components/schemas/ModelGetResponse"}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"$ref":"#/components/schemas/HTTPValidationError"}}}}}},"get":{"tags":["Inference / Models"],"summary":"List Models","operationId":"list_models_v2_models_get","security":[{"HTTPBearer":[]},{"APIKeyHeader":[]}],"parameters":[{"name":"internal_name","in":"query","required":false,"schema":{"anyOf":[{"type":"string"},{"type":"null"}],"description":"Filter by the internal name of the model.","title":"Internal Name"},"description":"Filter by the internal name of the model."},{"name":"limit","in":"query","required":false,"schema":{"anyOf":[{"type":"integer"},{"type":"null"}],"description":"The maximum number of items to retrieve.","default":25,"title":"Limit"},"description":"The maximum number of items to retrieve."},{"name":"skip","in":"query","required":false,"schema":{"anyOf":[{"type":"integer"},{"type":"null"}],"description":"The number of items to skip.","default":0,"title":"Skip"},"description":"The number of items to skip."}],"responses":{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"$ref":"#/components/schemas/ModelListResponse"}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"$ref":"#/components/schemas/HTTPValidationError"}}}}}}},"/v2/models/{model_id}/deploy":{"post":{"tags":["Inference / Models"],"summary":"Deploy Permanent Model","operationId":"deploy_permanent_model_v2_models__model_id__deploy_post","security":[{"HTTPBearer":[]},{"APIKeyHeader":[]}],"parameters":[{"name":"model_id","in":"path","required":true,"schema":{"type":"string","format":"uuid","title":"Model Id"}}],"requestBody":{"required":true,"content":{"application/json":{"schema":{"$ref":"#/components/schemas/ModelOnboardingInputSchema"}}}},"responses":{"200":{"description":"Successful Response","content":{"application/json":{"schema":{}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"$ref":"#/components/schemas/HTTPValidationError"}}}}}}},"/v2/models/{model_id}":{"patch":{"tags":["Inference / Models"],"summary":"Update Model","operationId":"update_model_v2_models__model_id__patch","security":[{"HTTPBearer":[]},{"APIKeyHeader":[]}],"parameters":[{"name":"model_id","in":"path","required":true,"schema":{"type":"string","format":"uuid","title":"Model Id"}}],"requestBody":{"required":true,"content":{"application/json":{"schema":{"$ref":"#/components/schemas/ModelUpdateInput"}}}},"responses":{"201":{"description":"Successful Response","content":{"application/json":{"schema":{"$ref":"#/components/schemas/ModelGetResponse"}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"$ref":"#/components/schemas/HTTPValidationError"}}}}}},"get":{"tags":["Inference / Models"],"summary":"Get 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Tasks are typically smaller pieces of work that\n contribute to the overall progress of a project, such as documentation, testing, or code refactoring.\n ```\n {\n \"issuetype\": \"Task\",\n \"summary\": \"Summary of the task...\",\n \"description\": \"Detailed description of the task...\"\n }\n ```\n\n2. **Bug**: The `Bug` issue type is used to track defects or problems with the software or system. A bug is a coding\n error, a mistake or a flaw in the system that causes it to behave unexpectedly or not as intended. Bugs can be\n discovered during testing, production, or even after the software has been released. Once a bug issue has been\n created, it can be assigned to a developer or team member responsible for fixing it. 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Stories are used to track and manage the implementation of specific features\n or requirements.\n ```\n {\n \"issuetype\": \"Story\",\n \"summary\": \"Summary of the story...\",\n \"description\": \"Detailed description of the story...\"\n }\n ```\n\n5. **Incident**: Reporting an incident or IT service outage.\n ```\n {\n \"issuetype\": \"Incident\",\n \"summary\": \"Summary of the incident...\",\n \"description\": \"Detailed description of the incident...\"\n }\n ```\n\n6. **Risk**: Tracks potential problems or uncertainties that might impact your project, allowing you to\n differentiate them from regular tasks, stories, or bugs; essentially, it's a way to categorize and manage\n potential issues that haven't yet occurred within your project using your issue tracking system.\n ```\n {\n \"issuetype\": \"Risk\",\n \"summary\": \"Summary of the risk...\",\n \"description\": \"Detailed description of the risk...\"\n }\n ```\n\n7. **Change Request**: The change issue type is used to represent a significant change to an existing system or\n process. It is typically used in IT service management to track change requests and approvals\n ```\n {\n \"issuetype\": \"Change Request\",\n \"summary\": \"Summary of the change request...\",\n \"description\": \"Detailed description of the change request...\"\n }\n ```\n\n8. **Service Ticket**: This issue type is used to represent a request for technical support from users or\n customers. It can be used to track and manage support tickets, and to ensure that support requests are responded\n to in a timely manner. e.g demo requests\n ```\n {\n \"issuetype\": \"Service Ticket\",\n \"summary\": \"Summary of the service ticket...\",\n \"description\": \"Detailed description of the service ticket...\"\n }\n ```","operationId":"post_issue_issue_post","requestBody":{"content":{"application/json":{"schema":{"$ref":"#/components/schemas/IssueRequestSchema"}}},"required":true},"responses":{"201":{"description":"Successful Response","content":{"application/json":{"schema":{"$ref":"#/components/schemas/IssueResponseSchema"}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"$ref":"#/components/schemas/HTTPValidationError"}}}}},"security":[{"HTTPBearer":[]},{"APIKeyHeader":[]}]}},"/issue/{issue_key}/comment":{"post":{"tags":["Studio / Feedback"],"summary":"Post Issue Comment","description":"Add comments to an existing issue. 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Defaults to an empty dictionary and is validated before use.\n\nRaises\n------\nValueError\n If any required fields are not provided or if they contain invalid values.\n If the `model_params` cannot be parsed into a valid JSON object.\n\nExamples\n--------\n>>> base_model_out = BaseModelOut(name=\"Prithvi Base Model\", description=\"some description\")\n>>> base_model_out.name\n\"Prithvi Base Model\""},"BaseModelParamsIn":{"properties":{"backbone":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Backbone","description":"the base model backbone","default":""},"patch_size":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Patch Size","description":"num_layers","default":16},"num_layers":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Num Layers","description":"num_layers","default":12},"embed_dim":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Embed Dim","description":"embed_dim","default":768},"num_heads":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Num Heads","description":"num_heads","default":12},"tile_size":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Tile Size","description":"tile_size","default":1},"tubelet_size":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Tubelet Size","description":"tubelet_size","default":1},"model_category":{"anyOf":[{"$ref":"#/components/schemas/ModelCategory"},{"type":"null"}],"description":"model_category","default":"prithvi"}},"type":"object","title":"BaseModelParamsIn"},"BaseModelParamsOut":{"properties":{"model_params":{"anyOf":[{"additionalProperties":true,"type":"object"},{"$ref":"#/components/schemas/BaseModelParamsIn"},{"type":"null"}],"title":"Model Params","default":{}}},"type":"object","title":"BaseModelParamsOut","description":"Model for the output parameters of a base model.\n\nAttributes\n----------\nmodel_params : dict or ModelBaseParams, optional\n Parameters for the model. 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If parsing fails, it defaults to an empty dictionary.\n\nRaises\n------\nValueError\n If the `model_params` input is not a valid dictionary or JSON string.\n\nExamples\n--------\n>>> base_model_params = BaseModelParamsOut(\n... model_params={\"param1\": \"value1\", \"param2\": \"value2\"}\n... )\n>>> base_model_params.model_params\n{'param1': 'value1', 'param2': 'value2'}"},"BaseModelsIn":{"properties":{"name":{"type":"string","title":"Name"},"description":{"type":"string","title":"Description"},"checkpoint_filename":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Checkpoint Filename","default":""},"model_params":{"anyOf":[{"$ref":"#/components/schemas/BaseModelParamsIn"},{"type":"null"}],"default":{"backbone":"","patch_size":16,"num_layers":12,"embed_dim":768,"num_heads":12,"tile_size":1,"tubelet_size":1,"model_category":"prithvi"}}},"type":"object","required":["name","description"],"title":"BaseModelsIn","description":"Model for input parameters to create a new Base Model.\n\nAttributes\n----------\nname : str\n The name of the Base Model. This field is required.\ndescription : str, optional\n A brief description of the Base Model. Defaults to None.\ncheckpoint_filename : str\n The filename of the checkpoint for the base model. Defaults to an empty string.\n\n\nRaises\n------\nValueError\n If the `name` and `description` fields are empty.\n\nExamples\n--------\n>>> base_model_input = BaseModelsIn(\n... name='Prithvi Base Model',\n... description='Base Model ',\n... )\n>>> base_model_input.name\n'Prithvi Base Model'"},"BaseModelsOut":{"properties":{"total_records":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Total Records","default":0},"page_count":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Page Count"},"results":{"items":{"$ref":"#/components/schemas/BaseModelOut"},"type":"array","title":"Results"}},"type":"object","required":["results"],"title":"BaseModelsOut","description":"Response Model for BaseModel list\n\nAttributes\n----------\nListResponse : list of BaseModelsOut\n List of BaseModels\n\nExamples\n--------\n>>> base_model_response = BaseModelOut(results=[BaseModelsOut(\n>>> name=\"Prithvi Base Model\", description=\"some description\"])\n>>> 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deployment"}},"type":"object","required":["model_id","model_name","model_configs_url","model_checkpoint_url"],"title":"OnboardModelRequest"},"PostProcessing":{"properties":{"cloud_masking":{"anyOf":[{"type":"boolean"},{"type":"string"},{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Cloud Masking"},"snow_ice_masking":{"anyOf":[{"type":"boolean"},{"type":"string"},{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Snow Ice Masking"},"permanent_water_masking":{"anyOf":[{"type":"boolean"},{"type":"string"},{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Permanent Water Masking"},"ocean_masking":{"anyOf":[{"type":"boolean"},{"type":"string"},{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Ocean Masking"}},"additionalProperties":true,"type":"object","title":"PostProcessing"},"SpatialDomain":{"properties":{"bbox":{"anyOf":[{"items":{"items":{"type":"number"},"type":"array"},"type":"array"},{"type":"null"}],"title":"Bbox"},"polygons":{"anyOf":[{"items":{},"type":"array"},{"type":"null"}],"title":"Polygons"},"tiles":{"anyOf":[{"items":{},"type":"array"},{"type":"null"}],"title":"Tiles"},"urls":{"anyOf":[{"items":{},"type":"array"},{"type":"null"}],"title":"Urls"}},"type":"object","title":"SpatialDomain"},"StatusResponseSchema":{"properties":{"name":{"type":"string","title":"Name"}},"type":"object","required":["name"],"title":"StatusResponseSchema"},"TaskCreate":{"properties":{"inference_id":{"type":"string","format":"uuid","title":"Inference Id"},"task_id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Task Id"},"inference_folder":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Inference Folder"},"status":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Status","default":"PENDING"},"pipeline_steps":{"anyOf":[{"items":{"additionalProperties":true,"type":"object"},"type":"array"},{"type":"null"}],"title":"Pipeline Steps"}},"type":"object","required":["inference_id"],"title":"TaskCreate"},"TaskIn":{"properties":{"name":{"type":"string","title":"Name"},"description":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Description"},"purpose":{"anyOf":[{"$ref":"#/components/schemas/TaskPurposeEnum"},{"type":"null"}],"description":"The use case for this task","default":"Segmentation"},"content":{"type":"string","title":"Content","description":"Base64 encoded string of a fine-tuning yaml template."},"model_params":{"anyOf":[{},{"type":"null"}],"title":"Model Params","default":{}},"extra_info":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Extra Info","description":"Extra params e.g {'runtime_image': 'us.icr.io/gfmaas/geostudio-ft-deploy:v3'}","default":{"runtime_image":""}},"dataset_id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Dataset Id"}},"type":"object","required":["name","content"],"title":"TaskIn","description":"Model for input parameters to create a new task.\n\nAttributes\n----------\nname : str\n The name of the task. This field is required.\ndescription : str, optional\n A brief description of the task. Defaults to None.\ncontent : str\n A Base64 encoded string representing a fine-tuning YAML template.\nmodel_params : Any, optional\n Parameters for the model associated with the task. Defaults to an empty dictionary.\nextra_info : dict, optional\n Additional parameters for the task, such as runtime image information used to run the Tune task.\n Defaults to {'runtime_image': ''}.\ndataset_id: str, optional\n Dataset ID for the created task\n\nRaises\n------\nValueError\n If the `content` field is not a valid Base64 encoded string or if the `name` field is empty.\n\nExamples\n--------\n>>> task_input = TaskIn(\n... name='My Fine-tuning Task',\n... description='Task for fine-tuning a model.',\n... content='c29tZSBCYXNlNjQgc3RyaW5n',\n... model_params={\"param1\": \"value1\"},\n... extra_info={\"runtime_image\": \"us.icr.io/gfmaas/geostudio-ft-deploy:v3\"}\n... )\n>>> task_input.name\n'My Fine-tuning Task'"},"TaskOut":{"properties":{"id":{"type":"string","format":"uuid","title":"Id"},"active":{"type":"boolean","title":"Active"},"created_by":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Created By","default":""},"created_at":{"anyOf":[{"type":"string","format":"date-time"},{"type":"null"}],"title":"Created At"},"updated_at":{"anyOf":[{"type":"string","format":"date-time"},{"type":"null"}],"title":"Updated At"},"name":{"type":"string","title":"Name"},"description":{"type":"string","title":"Description"},"purpose":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Purpose"},"model_params":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"string"},{"type":"null"}],"title":"Model Params","default":{}},"extra_info":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Extra Info"}},"type":"object","required":["id","active","name","description"],"title":"TaskOut","description":"Response model for a tuning task.\n\nAttributes\n----------\nname : str\n The name of the tuning task.\ndescription : str\n A description of the tuning job.\nmodel_params : dict or str, optional\n Parameters for the model associated with the tuning task. Defaults to an empty dictionary.\n\nRaises\n------\nValueError\n If any required fields are not provided or if they contain invalid values.\n\nExamples\n--------\n>>> task_out = TaskOut(name=\"some_name\", description=\"some description\")\n>>> task_out.name\n\"some_name\""},"TaskPurposeEnum":{"type":"string","enum":["Regression","Segmentation","Other","Multimodal"],"title":"TaskPurposeEnum"},"TasksOut":{"properties":{"total_records":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Total Records","default":0},"page_count":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Page Count"},"results":{"items":{"$ref":"#/components/schemas/TasksOutRecord"},"type":"array","title":"Results"}},"type":"object","required":["results"],"title":"TasksOut","description":"Response Model for Tasks list\n\nAttributes\n----------\nListResponse : list of TasksOutRecord\n List of tuning tasks\n\nExamples\n--------\n>>> tune_tasks_response = TasksOut(results=[TasksOutRecord(name='Task 1', description='First tuning task')])\n>>> tune_tasks_response.results[0].name\n'Task 1'"},"TasksOutRecord":{"properties":{"id":{"type":"string","format":"uuid","title":"Id"},"active":{"type":"boolean","title":"Active"},"created_by":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Created By","default":""},"created_at":{"anyOf":[{"type":"string","format":"date-time"},{"type":"null"}],"title":"Created At"},"updated_at":{"anyOf":[{"type":"string","format":"date-time"},{"type":"null"}],"title":"Updated At"},"name":{"type":"string","title":"Name"},"description":{"type":"string","title":"Description"},"purpose":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Purpose"},"extra_info":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Extra Info"}},"type":"object","required":["id","active","name","description"],"title":"TasksOutRecord","description":"Response model for a tuning task record.\n\nAttributes\n----------\nname : str\n The name of the tuning task record.\ndescription : str\n A description of the tuning job.\nRaises\n------\nValueError\n If any required fields are not provided or if they contain invalid values.\n\nExamples\n--------\n>>> task_out_record = TasksOutRecord(name=\"some_name\", description=\"some description\")\n>>> task_out_record.name\n\"some_name\""},"TryOutTuneInput":{"properties":{"model_display_name":{"type":"string","title":"Model Display Name","default":""},"description":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Description","default":"try-out"},"location":{"type":"string","title":"Location"},"geoserver_layers":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Geoserver Layers"},"spatial_domain":{"$ref":"#/components/schemas/SpatialDomain"},"temporal_domain":{"items":{"type":"string"},"type":"array","title":"Temporal Domain"},"model_input_data_spec":{"anyOf":[{"items":{"additionalProperties":true,"type":"object"},"type":"array"},{"type":"null"}],"title":"Model Input Data Spec"},"data_connector_config":{"anyOf":[{"items":{"$ref":"#/components/schemas/DataSource"},"type":"array"},{"type":"null"}],"title":"Data Connector Config"},"geoserver_push":{"anyOf":[{"items":{"$ref":"#/components/schemas/GeoServerPush"},"type":"array"},{"type":"null"}],"title":"Geoserver Push"},"post_processing":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Post Processing"},"maxcc":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Maxcc","default":100}},"additionalProperties":true,"type":"object","required":["location","spatial_domain","temporal_domain"],"title":"TryOutTuneInput"},"TuneAndInferenceModel":{"properties":{"id":{"type":"string","title":"Id"},"name":{"type":"string","title":"Name"},"status":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Status","default":""},"shared":{"anyOf":[{"type":"boolean"},{"type":"null"}],"title":"Shared","default":false},"description":{"type":"string","title":"Description"},"model_type":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Model Type","default":""},"active_":{"type":"boolean","title":"Active"},"created_by_":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Created By","default":""},"created_at_":{"anyOf":[{"type":"string","format":"date-time"},{"type":"null"}],"title":"Created At"},"updated_at_":{"anyOf":[{"type":"string","format":"date-time"},{"type":"null"}],"title":"Updated At"}},"type":"object","required":["id","name","description","active_"],"title":"TuneAndInferenceModel","description":"Combined response model for tunes and inference models.\n\nAttributes\n----------\nid : str\n A unique identifier for tune or inference model.\nname : str\n The name of the tune or inference model.\nstatus : str, optional\n The current status of the tune or inference model. Defaults to an empty string.\nshared: bool\n Whether the tune/model is sharable accross users. Defaults to False.\ndescription : str\n A description of the tune or inference model.\nmodel_type : str, optional\n Whether it is a tune or inference model. Defaults to an empty string.\n\nRaises\n------\nValueError\n If any required fields are not provided or if they contain invalid values.\n\nExamples\n--------\n>>> tunes_model_response = TuneAndInferenceModel(id='123', name='Tuning Job 1', description='Description of the job')\n>>> tunes_model_response.status\n''"},"TuneBaseModel":{"properties":{"id":{"type":"string","format":"uuid","title":"Id"},"name":{"type":"string","title":"Name"}},"type":"object","required":["id","name"],"title":"TuneBaseModel","description":"Model for the Tune BaseModel\n\nAttributes\n----------\nid : uuid.UUID\n The unique identifier of the TuneBaseModel, generated using `uuid.uuid4()`.\nname : str\n The name of the TuneBaseModel\n\nRaises\n------\nValueError\n If any required fields are not provided or if they contain invalid values.\n\nExamples\n--------\n>>> tunes_base_model = TuneBaseModel(id=\"123\",name=\"some_name\")\n>>> tunes_base_model.name\n'some_name'"},"TuneDownloadOut":{"properties":{"id":{"type":"string","title":"Id"},"name":{"type":"string","title":"Name"},"description":{"type":"string","title":"Description"},"config_url":{"type":"string","title":"Config Url"},"checkpoint_url":{"type":"string","title":"Checkpoint Url"}},"type":"object","required":["id","name","description","config_url","checkpoint_url"],"title":"TuneDownloadOut","description":"Model for downloading Tune resources.\n\nAttributes\n----------\nid : str\n A unique identifier for the Tune.\nname : str\n The name of the Tune.\ndescription : str\n A brief description of the Tune.\nconfig_url : str\n Presigned COS URL to download the configuration file associated with the Tune.\ncheckpoint_url : str\n Presigned COS URL to download the checkpoint file associated with the Tune.\n\nRaises\n------\nValueError\n If any of the URLs are not valid or if required attributes are missing.\n\nExamples\n--------\n>>> tune_download = TuneDownloadOut(\n... id='tune_001',\n... name='Tune 1',\n... description='Downloadable resources for Tune 1',\n... config_url='https://s3.com/config/tune_001.json',\n... checkpoint_url='https://s3.com/checkpoints/tune_001.ckpt'\n... )\n>>> tune_download.name\n'Tuning Job 1'"},"TuneOut":{"properties":{"id":{"type":"string","title":"Id"},"active":{"type":"boolean","title":"Active"},"created_by":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Created By","default":""},"created_at":{"anyOf":[{"type":"string","format":"date-time"},{"type":"null"}],"title":"Created At"},"updated_at":{"anyOf":[{"type":"string","format":"date-time"},{"type":"null"}],"title":"Updated At"},"name":{"type":"string","title":"Name"},"description":{"type":"string","title":"Description"},"task":{"anyOf":[{"$ref":"#/components/schemas/TuneTask"},{"type":"null"}]},"dataset_id":{"type":"string","title":"Dataset Id"},"base_model":{"anyOf":[{"$ref":"#/components/schemas/TuneBaseModel"},{"type":"null"}]},"mcad_id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Mcad Id","default":""},"status":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Status","default":""},"latest_chkpt":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Latest Chkpt","default":""},"logs":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Logs","default":""},"metrics":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Metrics","default":""},"shared":{"anyOf":[{"type":"boolean"},{"type":"null"}],"title":"Shared","default":false}},"type":"object","required":["id","active","name","description","dataset_id"],"title":"TuneOut","description":"Response model for tuning jobs.\n\nAttributes\n----------\nid : str\n A unique identifier for the tuning job.\nname : str\n The name of the tuning job.\ndescription : str\n A description of the tuning job.\ntask : TuneTask, optional\n The associated task for the tuning job. Defaults to None.\ndataset : TuneDataset, optional\n The dataset used for the tuning job. Defaults to None.\nbase_model : TuneBaseModel, optional\n The base model used for the tuning job. Defaults to None.\nmcad_id : str, optional\n Identifier for the MCAD job. Defaults to an empty string. TODO: Change this to k8_job_id\nstatus : str, optional\n The current status of the tuning job. Defaults to an empty string.\nlatest_chkpt : str, optional\n The filename of the latest checkpoint for the tuning job. Defaults to an empty string.\n\nRaises\n------\nValueError\n If any required fields are not provided or if they contain invalid values.\n\nExamples\n--------\n>>> tune_job = TuneOut(id='123', name='Tuning Job 1', description='Description of the job')\n>>> tune_job.status\n''"},"TuneStatusOut":{"properties":{"id":{"type":"string","title":"Id"},"active":{"type":"boolean","title":"Active"},"created_by":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Created By","default":""},"created_at":{"anyOf":[{"type":"string","format":"date-time"},{"type":"null"}],"title":"Created At"},"updated_at":{"anyOf":[{"type":"string","format":"date-time"},{"type":"null"}],"title":"Updated At"},"name":{"type":"string","title":"Name"},"description":{"type":"string","title":"Description"},"task":{"anyOf":[{"$ref":"#/components/schemas/TuneTask"},{"type":"null"}]},"dataset_id":{"type":"string","title":"Dataset Id"},"base_model":{"anyOf":[{"$ref":"#/components/schemas/TuneBaseModel"},{"type":"null"}]},"mcad_id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Mcad Id","default":""},"status":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Status","default":""},"latest_chkpt":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Latest Chkpt","default":""},"logs":{"anyOf":[{},{"type":"null"}],"title":"Logs"},"metrics":{"anyOf":[{"items":{"additionalProperties":true,"type":"object"},"type":"array"},{"type":"null"}],"title":"Metrics","default":[]},"shared":{"anyOf":[{"type":"boolean"},{"type":"null"}],"title":"Shared","default":false},"config_json":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Config Json","default":{}},"progress":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Progress"},"logs_presigned_url":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Logs Presigned Url"},"tuning_config":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Tuning Config"},"tuning_config_presigned_url":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Tuning Config Presigned Url"},"train_options":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Train Options","default":{}},"tune_template_id":{"anyOf":[{"type":"string","format":"uuid"},{"type":"null"}],"title":"Tune Template Id"},"model_parameters":{"anyOf":[{},{"type":"null"}],"title":"Model Parameters","default":{}}},"type":"object","required":["id","active","name","description","dataset_id"],"title":"TuneStatusOut","description":"Response model for tuning job status.\n\nAttributes\n----------\nconfig_json : dict, optional\n JSON configuration for the tuning job. Defaults to an empty dictionary.\nprogress : dict, optional\n Progress of the tuning job. Defaults to None and is validated before use.\nmetrics : list of dict, optional\n Metrics related to the tuning job. Defaults to an empty list and is validated before use.\nlogs : Any, optional\n Logs associated with the tuning job. Defaults to None.\nlogs_presigned_url : str, optional\n Presigned COS URL for accessing logs. Defaults to None.\ntuning_config: str, optional\n Tuning config associated with the tuning job. Defaults to None.\ntuning_config_presigned_url: str, optional\n Presigned COS URL for accessing the tuning config used for the tune. Defaults to None.\ntune_template_id:\n A unique identifier for the tune template.\nmodel_parameters : dict, optional\n Tune parameters. Defaults to empty dictionary.\n\nRaises\n------\nValueError\n If the `progress` or `metrics` fields cannot be parsed into valid JSON objects.\n\nExamples\n--------\n>>> tune_status = TuneStatusOut(\n... id='123',\n... name='Tuning Job 1',\n... description='Description of the job',\n... progress='{\"total_iterations\": 10, \"complete_iterations\": 5}',\n... metrics='[{\"accuracy\": 0.85}]'\n... )\n>>> tune_status.progress\n{'total_iterations': 10, 'complete_iterations': 5}\n>>> tune_status.metrics\n[{'accuracy': 0.85}]"},"TuneSubmitIn":{"properties":{"name":{"type":"string","maxLength":30,"minLength":4,"title":"Name","description":"Alphanumeric, no special characters or spaces"},"description":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Description"},"dataset_id":{"type":"string","title":"Dataset Id"},"base_model_id":{"anyOf":[{"type":"string","format":"uuid"},{"type":"null"}],"title":"Base Model Id"},"tune_template_id":{"type":"string","format":"uuid","title":"Tune Template Id"},"model_parameters":{"anyOf":[{},{"type":"null"}],"title":"Model Parameters","default":{}},"train_options":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Train Options","description":"Define options for training","default":{}}},"type":"object","required":["name","dataset_id","tune_template_id"],"title":"TuneSubmitIn","description":"Schema for tune submission."},"TuneSubmitOut":{"properties":{"tune_id":{"type":"string","title":"Tune Id"},"mcad_id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Mcad Id"},"status":{"type":"string","enum":["Pending","Submitted","In_progress","Failed","Finished","Error"],"title":"Status"},"message":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Message"}},"type":"object","required":["tune_id","status"],"title":"TuneSubmitOut","description":"Model for the output of a tuning job submission.\n\nAttributes\n----------\ntune_id : str\n A unique identifier for the submitted tuning job.\nmcad_id : str, optional\n Identifier for the MCAD. Defaults to None.\nstatus : {'Pending', 'Submitted', 'In_progress', 'Failed', 'Finished', 'Error'}\n The current status of the tuning job submission, represented as a literal type.\n 'Pending' - Tune is yet to be submitted to the Kubernetes job\n 'Submitted' - Tune has been submitted to the Kubernetes job\n 'In_progress' - Tune is currently running\n 'Failed' - Tune encountered an error while running\n 'Error' - Tune never started running due to some error\nmessage : dict, optional\n Additional information or error messages associated with the submission. Defaults to None.\n\nRaises\n------\nValueError\n If the `status` is not one of the expected values\n ('Pending', 'Submitted', 'In_progress', 'Failed', 'Finished', 'Error').\n\nExamples\n--------\n>>> tune_submission = TuneSubmitOut(\n... tune_id='tune_001',\n... mcad_id='mcad_001',\n... status='Pending',\n... message={\"info\": \"Submission is being processed.\"}\n... )\n>>> tune_submission.status\n'Pending'"},"TuneTask":{"properties":{"id":{"type":"string","format":"uuid","title":"Id"},"name":{"type":"string","title":"Name"}},"type":"object","required":["id","name"],"title":"TuneTask","description":"Model for the Tune Task\n\nAttributes\n----------\nid : uuid.UUID\n The unique identifier of the TuneTask, generated using `uuid.uuid4()`.\nname : str\n The name of the TuneTask\n\nRaises\n------\nValueError\n If any required fields are not provided or if they contain invalid values.\n\n Examples\n--------\n>>> tunes_task = TuneTask(id=\"123\",name=\"some_name\")\n>>> tunes_task.name\n'some_name'"},"TuneUpdateIn":{"properties":{"name":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Name"},"description":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Description"},"train_options":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Train Options","default":{}}},"type":"object","title":"TuneUpdateIn","description":"Model for updating tuning job details.\n\nAttributes\n----------\nname : str, optional\n The name of the tuning job. Defaults to None.\ndescription : str, optional\n A description of the tuning job. Defaults to None.\n\nRaises\n------\nValueError\n If both `name` and `description` are None and an update is attempted.\n\nExamples\n--------\n>>> update_info = TuneUpdateIn(name='Updated Tune Job', description='Updated description')\n>>> update_info.name\n'Updated Tune Job'"},"TunedModelMlflowMetrics":{"properties":{"id":{"type":"string","title":"Id"},"status":{"type":"string","enum":["FINISHED","NOT_FOUND","ERROR","RUNNING"],"title":"Status"},"runs":{"items":{"$ref":"#/components/schemas/MlflowRunMetrics"},"type":"array","title":"Runs"},"details":{"type":"string","title":"Details"}},"type":"object","required":["id","status","runs","details"],"title":"TunedModelMlflowMetrics","description":"Model for storing metrics of tuned models in MLflow.\n\nAttributes\n----------\nid : str\n A unique identifier for the tuned model.\nstatus : {'FINISHED', 'NOT_FOUND', 'ERROR', 'RUNNING'}\n The current status of the tuned model, represented as a literal type.\n 'FINISHED' - Tune has completed succesfully\n 'NOT_FOUND' - Tune not created in the database\n 'ERROR' - Tune encountered error while runnning\n 'RUNNING' - Tune is currently running\nruns: list of dict\n A list of MlflowRunMetrics associated with the current tune.\ndetails : str\n Additional details about the tuned model.\n\nRaises\n------\nValueError\n If the `status` is not one of the expected values ('FINISHED', 'NOT_FOUND', 'ERROR', 'RUNNING')\n or if required attributes are missing.\n\nExamples\n--------\n>>> model_metrics = TunedModelMlflowMetrics(\n... id='model_123',\n... status='FINISHED',\n... runs=MlflowRunMetrics(\n... name='Test',\n... status='FINISHED',\n... epochs='1',\n... metrics=[{\"accuracy\": 0.95, \"loss\": 0.05}],\n... )\n... details='Trained on dataset XYZ'\n... )\n>>> model_metrics.status\n'FINISHED'"},"TunesAndInferenceModels":{"properties":{"total_records":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Total Records","default":0},"page_count":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Page Count"},"results":{"items":{"$ref":"#/components/schemas/TuneAndInferenceModel"},"type":"array","title":"Results"}},"type":"object","required":["results"],"title":"TunesAndInferenceModels","description":"Response Model for Tunes And Inference Models list\n\nAttributes\n----------\nListResponse : list of TuneAndInferenceModel\n List of tunes and inference model\n\nExamples\n--------\n>>> tunes_model_response = TunesAndInferenceModels(results=[TuneAndInferenceModel(id='1', name='Tune and Inference Model Job 1', description='First tuning job')])\n>>> tunes_model_response.results[0].name\n'Tune and Inference Model Job 1'"},"TunesOut":{"properties":{"total_records":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Total Records","default":0},"page_count":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Page Count"},"results":{"items":{"$ref":"#/components/schemas/TuneOut"},"type":"array","title":"Results"}},"type":"object","required":["results"],"title":"TunesOut","description":"Response Model for Tunes list\n\nAttributes\n----------\nListResponse : list of TuneOut\n List of tunes\n\nExamples\n--------\n>>> tunes_response = TunesOut(results=[TuneOut(id='1', name='Tune Job 1', description='First tuning job')])\n>>> tunes_response.results[0].name\n'Tune Job 1'"},"UploadTuneInput":{"properties":{"name":{"type":"string","title":"Name"},"description":{"type":"string","title":"Description"},"tune_config_url":{"type":"string","title":"Tune Config Url"},"tune_checkpoint_url":{"type":"string","title":"Tune Checkpoint Url"},"model_input_data_spec":{"anyOf":[{"items":{"additionalProperties":true,"type":"object"},"type":"array"},{"type":"null"}],"title":"Model Input Data Spec"},"data_connector_config":{"anyOf":[{"items":{"$ref":"#/components/schemas/DataSource"},"type":"array"},{"type":"null"}],"title":"Data Connector Config"},"geoserver_push":{"anyOf":[{"items":{"$ref":"#/components/schemas/GeoServerPush"},"type":"array"},{"type":"null"}],"title":"Geoserver Push"},"post_processing":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Post Processing"}},"type":"object","required":["name","description","tune_config_url","tune_checkpoint_url"],"title":"UploadTuneInput"},"V2PipelineCreate":{"properties":{"spatial_domain":{"$ref":"#/components/schemas/SpatialDomain"},"temporal_domain":{"items":{"type":"string"},"type":"array","title":"Temporal Domain"},"model_input_data_spec":{"anyOf":[{"items":{"additionalProperties":true,"type":"object"},"type":"array"},{"type":"null"}],"title":"Model Input Data Spec"},"data_connector_config":{"anyOf":[{"items":{"$ref":"#/components/schemas/DataSource"},"type":"array"},{"type":"null"}],"title":"Data Connector Config"},"geoserver_push":{"anyOf":[{"items":{"$ref":"#/components/schemas/GeoServerPush"},"type":"array"},{"type":"null"}],"title":"Geoserver Push"},"pipeline_steps":{"anyOf":[{"items":{"additionalProperties":true,"type":"object"},"type":"array"},{"type":"null"}],"title":"Pipeline Steps"},"post_processing":{"anyOf":[{"$ref":"#/components/schemas/PostProcessing"},{"type":"null"}]},"fine_tuning_id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Fine Tuning Id"},"maxcc":{"anyOf":[{"type":"integer"},{"type":"null"}],"title":"Maxcc","default":100},"model_id":{"type":"string","title":"Model Id"},"model_internal_name":{"type":"string","title":"Model Internal Name"},"tune_id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Tune Id"},"request_type":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Request Type","default":"openeo"},"inference_id":{"type":"string","title":"Inference Id"},"description":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Description"},"location":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Location"},"model_access_url":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Model Access Url"},"user":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"User"}},"additionalProperties":true,"type":"object","required":["spatial_domain","model_id","model_internal_name","inference_id"],"title":"V2PipelineCreate"},"ValidationError":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"}},"securitySchemes":{"HTTPBearer":{"type":"http","scheme":"bearer"},"APIKeyHeader":{"type":"apiKey","in":"header","name":"X-API-Key"}}},"tags":[{"name":"Studio / Authentication","description":"Obtain authentication token."},{"name":"Inference / Models","description":"View information on models available to user.."},{"name":"Inference / Inference","description":"Operations to run inference pipeline."},{"name":"Inference / Data Sources","description":"Operations on layers available for an inference."},{"name":"FineTuning / Tunes"},{"name":"FineTuning / Templates","description":"Operations to run inference pipeline."},{"name":"FineTuning / Datasets"},{"name":"FineTuning / Base models"},{"name":"Studio / Files"},{"name":"Studio / Notifications"},{"name":"Studio / Feedback"}]}
\ No newline at end of file
+{"openapi": "3.1.0", "info": {"title": "fm.geospatial inference APIs", "summary": "Geospatial Studio Inference Gateway APIs.", "version": "2.0.0"}, "paths": {"/v2/auth/api-keys": {"get": {"tags": ["Studio / Authentication"], "summary": "List Apikeys", "description": "Gets an existing api-key or creates a new one if no API-Key exists.", "operationId": "list_apikeys_v2_auth_api_keys_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/APIKeyListResponse"}}}}}}, "post": {"tags": ["Studio / Authentication"], "summary": "Generate Apikey Token", "description": "Regenerate API key token.", "operationId": "generate_apikey_token_v2_auth_api_keys_post", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/APIKeyResponseSchema"}}}}}}, "patch": {"tags": ["Studio / Authentication"], "summary": "Apikey Activation", "description": "Activate and deactivate an API Key.", "operationId": "apikey_activation_v2_auth_api_keys_patch", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "apikey_id", "in": "query", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Apikey Id"}}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"$ref": "#/components/schemas/APIKeyUpdateSchema"}}}}, "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/APIKeyResponseSchema"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "delete": {"tags": ["Studio / Authentication"], "summary": "Delete Apikey", "description": "Delete an API Key.", "operationId": "delete_apikey_v2_auth_api_keys_delete", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "apikey_id", "in": "query", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Apikey Id"}}], "responses": {"204": {"description": "Successful Response"}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/models": {"post": {"tags": ["Inference / Models"], "summary": "Create Model", "operationId": "create_model_v2_models_post", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"$ref": "#/components/schemas/ModelCreateInput"}}}}, "responses": {"201": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/ModelGetResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "get": {"tags": ["Inference / Models"], "summary": "List Models", "operationId": "list_models_v2_models_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "internal_name", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Filter by the internal name of the model.", "title": "Internal Name"}, "description": "Filter by the internal name of the model."}, {"name": "limit", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The maximum number of items to retrieve.", "default": 25, "title": "Limit"}, "description": "The maximum number of items to retrieve."}, {"name": "skip", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The number of items to skip.", "default": 0, "title": "Skip"}, "description": "The number of items to skip."}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/ModelListResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/models/{model_id}/deploy": {"post": {"tags": ["Inference / Models"], "summary": "Deploy Permanent Model", "operationId": "deploy_permanent_model_v2_models__model_id__deploy_post", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "model_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Model Id"}}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"$ref": "#/components/schemas/ModelOnboardingInputSchema"}}}}, "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/models/{model_id}": {"patch": {"tags": ["Inference / Models"], "summary": "Update Model", "operationId": "update_model_v2_models__model_id__patch", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "model_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Model Id"}}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"$ref": "#/components/schemas/ModelUpdateInput"}}}}, "responses": {"201": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/ModelGetResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "get": {"tags": ["Inference / Models"], "summary": "Get Model", "operationId": "get_model_v2_models__model_id__get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "model_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Model Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/ModelGetResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "delete": {"tags": ["Inference / Models"], "summary": "Delete Model", "operationId": "delete_model_v2_models__model_id__delete", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "model_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Model Id"}}], "responses": {"204": {"description": "Successful Response"}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/inference": {"post": {"tags": ["Inference / Inference"], "summary": "Create Inference", "operationId": "create_inference_v2_inference_post", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"$ref": "#/components/schemas/InferenceCreateInput"}}}}, "responses": {"201": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/InferenceGetResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "get": {"tags": ["Inference / Inference"], "summary": "List Inferences", "operationId": "list_inferences_v2_inference_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "model_id", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string", "format": "uuid"}, {"type": "null"}], "description": "Inference model option.", "title": "Model Id"}, "description": "Inference model option."}, {"name": "tune_id", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Tune id option.", "title": "Tune Id"}, "description": "Tune id option."}, {"name": "created_by", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Email of user who created inference", "title": "Created By"}, "description": "Email of user who created inference"}, {"name": "location", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Location where the insference use ", "title": "Location"}, "description": "Location where the insference use "}, {"name": "saved", "in": "query", "required": false, "schema": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "description": "Filter pre-computed demo examples", "title": "Saved"}, "description": "Filter pre-computed demo examples"}, {"name": "limit", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The maximum number of items to retrieve.", "default": 25, "title": "Limit"}, "description": "The maximum number of items to retrieve."}, {"name": "skip", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The number of items to skip.", "default": 0, "title": "Skip"}, "description": "The number of items to skip."}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/gfmstudio__inference__v2__schemas__InferenceListResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/data-advice/{data_connector}": {"post": {"tags": ["Inference / Inference"], "summary": "Check Data Availability", "description": "Query data-advisor service to check data availability before running an inference.", "operationId": "check_data_availability_v2_data_advice__data_connector__post", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "data_connector", "in": "path", "required": true, "schema": {"type": "string", "title": "Data Connector"}}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"$ref": "#/components/schemas/gfmstudio__inference__schemas__DataAdvisorRequestSchema"}}}}, "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "get": {"tags": ["Inference / Inference"], "summary": "List Data Source Collections", "description": "Query data-advisor service to list the collections available for a specific data source.", "operationId": "list_data_source_collections_v2_data_advice__data_connector__get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "data_connector", "in": "path", "required": true, "schema": {"type": "string", "title": "Data Connector"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/inference/{inference_id}": {"get": {"tags": ["Inference / Inference"], "summary": "Retrieve Inference", "operationId": "retrieve_inference_v2_inference__inference_id__get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "inference_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Inference Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/InferenceGetResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "delete": {"tags": ["Inference / Inference"], "summary": "Delete Inference", "operationId": "delete_inference_v2_inference__inference_id__delete", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "inference_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Inference Id"}}], "responses": {"204": {"description": "Successful Response"}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/inference/{inference_id}/tasks": {"get": {"tags": ["Inference / Inference"], "summary": "Get Inference Tasks", "operationId": "get_inference_tasks_v2_inference__inference_id__tasks_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "inference_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Inference Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/InferenceTasksListResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/inference/{inference_id}/cancel": {"post": {"tags": ["Inference / Inference"], "summary": "Cancel Inference", "operationId": "cancel_inference_v2_inference__inference_id__cancel_post", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "inference_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Inference Id"}}], "responses": {"202": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/tasks/{task_id}/output": {"get": {"tags": ["Inference / Inference"], "summary": "Get Tasks Output Url", "operationId": "get_tasks_output_url_v2_tasks__task_id__output_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "task_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Task Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/tasks/{task_id}/logs/{step_id}": {"get": {"tags": ["Inference / Inference"], "summary": "Get Task Step Logs", "operationId": "get_task_step_logs_v2_tasks__task_id__logs__step_id__get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "task_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Task Id"}}, {"name": "step_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Step Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/data-sources": {"get": {"tags": ["Inference / Data Sources"], "summary": "List Data Sources", "operationId": "list_data_sources_v2_data_sources_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "connector", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Filter by data connector type.", "title": "Connector"}, "description": "Filter by data connector type."}, {"name": "collection", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Filter by collection.", "title": "Collection"}, "description": "Filter by collection."}, {"name": "limit", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The maximum number of items to retrieve.", "default": 25, "title": "Limit"}, "description": "The maximum number of items to retrieve."}, {"name": "skip", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The number of items to skip.", "default": 0, "title": "Skip"}, "description": "The number of items to skip."}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/DataSourceListResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/notifications/{event_id}": {"get": {"tags": ["Studio / Notifications"], "summary": "List Webhooks", "operationId": "list_webhooks_v2_notifications__event_id__get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "event_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Event Id"}}, {"name": "source", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "The service that generated the webhook event.", "title": "Source"}, "description": "The service that generated the webhook event."}, {"name": "limit", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The maximum number of items to retrieve.", "default": 25, "title": "Limit"}, "description": "The maximum number of items to retrieve."}, {"name": "skip", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The number of items to skip.", "default": 0, "title": "Skip"}, "description": "The number of items to skip."}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/NotificationListResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/notifications": {"post": {"tags": ["Studio / Notifications"], "summary": "Receive Webhook", "operationId": "receive_webhook_v2_notifications_post", "requestBody": {"content": {"application/json": {"schema": {"$ref": "#/components/schemas/NotificationCreate"}}}, "required": true}, "responses": {"201": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/NotificationGetResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}]}}, "/v2/file-share": {"get": {"tags": ["Studio / Files"], "summary": "Get Fileshare Presigned Urls", "description": "Generate presigned urls for sharing files i.e uploading and downloading files.", "operationId": "get_fileshare_presigned_urls_v2_file_share_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "object_name", "in": "query", "required": true, "schema": {"type": "string", "minLength": 6, "maxLength": 60, "pattern": "^[a-zA-Z0-9-_]+.[a-z]+$", "description": "Object name/id of the uploaded file", "title": "Object Name"}, "description": "Object name/id of the uploaded file"}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/FilesShareOut"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v1/inference/": {"get": {"tags": ["Inference / Inference"], "summary": "List Inferences", "operationId": "list_inferences_v1_inference__get", "deprecated": true, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "model_id", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string", "format": "uuid"}, {"type": "null"}], "description": "Inference model option.", "title": "Model Id"}, "description": "Inference model option."}, {"name": "created_by", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Email of user who created inference or system@ibm.com", "title": "Created By"}, "description": "Email of user who created inference or system@ibm.com"}, {"name": "location", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Location where the insference use ", "title": "Location"}, "description": "Location where the insference use "}, {"name": "saved", "in": "query", "required": false, "schema": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "description": "Filter by name contains", "title": "Saved"}, "description": "Filter by name contains"}, {"name": "limit", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The maximum number of items to retrieve.", "default": 25, "title": "Limit"}, "description": "The maximum number of items to retrieve."}, {"name": "skip", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The number of items to skip.", "default": 0, "title": "Skip"}, "description": "The number of items to skip."}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/gfmstudio__inference__v1__schemas__InferenceListResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v1/data-advice": {"post": {"tags": ["Inference / Inference"], "summary": "Check Data Availability", "description": "Query data-advisor service to check data availability before running an inference.", "operationId": "check_data_availability_v1_data_advice_post", "requestBody": {"content": {"application/json": {"schema": {"$ref": "#/components/schemas/gfmstudio__inference__v1__schemas__DataAdvisorRequestSchema"}}}, "required": true}, "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}, "deprecated": true, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}]}}, "/v1/async/inference/": {"post": {"tags": ["Inference / Inference"], "summary": "Create Inference Async", "description": "Run an inference with EIS, URLs, or Images Asynchronously.\n\nWhen running inferences using this endpoint. The inference saved based on your payload,\nan inference job is scheduled and an the API returns a 201_CREATED response with response data.\n\nOn UI clients, you may use server sent events to listen for inference notification i.e:\n\n `/v1/async/notify/{event_id}\n\nYou can find the `event_id` from the response of an inference run.\n\n**Example Schemas**\n\n1. EIS example:\n ```\n {\n \"request_type\": \"eis\",\n \"model_id\": \"prithvi-vit-300m-hls2-us-fire-scars\",\n \"bbox\": [-121.9, 39.5, -121.5, 40],\n \"start_date\": \"2022-12-20\",\n \"end_date\": \"2022-12-21\"\n }\n ```\n\n2. URL example:\n\n **NOTE:** Need to generate new pre-signed URLS due to expiration\n\n ```\n {\n \"request_type\": \"url\",\n \"model_id\": \"prithvi-vit-300m-hls2-us-fire-scars\",\n \"urls\": [\"https://s3.us-south.cloud-object-storage.appdomain.cloud/gfm-inference-outputs/HLS.L30.T14RMS.202208.B02-B07.stacked_float32.tif?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=a8ebfe8dbb0449babe346dad8bf5e345%2F20230711%2Fus-south%2Fs3%2Faws4_request&X-Amz-Date=20230711T031946Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=6dfe2570be02ba61418e3febb610fd63e9ce033f62b064dfb527a5e8e420ef2b\"],\n }\n ```", "operationId": "create_inference_async_v1_async_inference__post", "requestBody": {"content": {"application/json": {"schema": {"$ref": "#/components/schemas/InferenceRequestSchema"}}}, "required": true}, "responses": {"201": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/InferenceResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}, "deprecated": true, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}]}}, "/v1/inference/{item_id}": {"get": {"tags": ["Inference / Inference"], "summary": "Get Inference", "operationId": "get_inference_v1_inference__item_id__get", "deprecated": true, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "item_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Item Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/InferenceResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v1/models/": {"get": {"tags": ["Inference / Models"], "summary": "List Models", "operationId": "list_models_v1_models__get", "deprecated": true, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "limit", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The maximum number of items to retrieve.", "default": 25, "title": "Limit"}, "description": "The maximum number of items to retrieve."}, {"name": "custom_model_id", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "The custom id of an exterbally fine-tuned model that was onboarded.", "title": "Custom Model Id"}, "description": "The custom id of an exterbally fine-tuned model that was onboarded."}, {"name": "skip", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The number of items to skip.", "default": 0, "title": "Skip"}, "description": "The number of items to skip."}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/ModelUseCaseListResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "post": {"tags": ["Inference / Models"], "summary": "Create Model Metadata", "operationId": "create_model_metadata_v1_models__post", "deprecated": true, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"$ref": "#/components/schemas/ModelUseCaseRequestSchema"}}}}, "responses": {"201": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/ModelUseCaseResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v1/models/{model_id}/status": {"get": {"tags": ["Inference / Models"], "summary": "Check Model Status", "operationId": "check_model_status_v1_models__model_id__status_get", "deprecated": true, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "model_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Model Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/ModelUseCaseStatusResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v1/models/{model_id}": {"get": {"tags": ["Inference / Models"], "summary": "Get Model", "operationId": "get_model_v1_models__model_id__get", "deprecated": true, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "model_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Model Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/ModelUseCaseResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "put": {"tags": ["Inference / Models"], "summary": "Update Model Usecase", "operationId": "update_model_usecase_v1_models__model_id__put", "deprecated": true, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "model_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Model Id"}}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"$ref": "#/components/schemas/ModelUseCaseRequestSchema"}}}}, "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/ModelUseCaseResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "delete": {"tags": ["Inference / Models"], "summary": "Delete Model", "operationId": "delete_model_v1_models__model_id__delete", "deprecated": true, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "model_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Model Id"}}], "responses": {"204": {"description": "Successful Response"}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/tunes-and-models": {"get": {"tags": ["FineTuning / Tunes"], "summary": "List Tunes And Models", "description": "Endpoint to list fine tuning jobs", "operationId": "list_tunes_and_models_v2_tunes_and_models_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "type", "in": "query", "required": false, "schema": {"enum": ["Tune", "Model"], "type": "string", "description": "Filter by Tune or Model.", "title": "Type"}, "description": "Filter by Tune or Model."}, {"name": "shared", "in": "query", "required": false, "schema": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "description": "Filter by shared tunes/models.", "title": "Shared"}, "description": "Filter by shared tunes/models."}, {"name": "name", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Filter by the name of the tune/model.", "title": "Name"}, "description": "Filter by the name of the tune/model."}, {"name": "status", "in": "query", "required": false, "schema": {"anyOf": [{"type": "array", "items": {}}, {"type": "null"}], "description": "Filter by more than one status of the tune/model in a list.", "title": "Status"}, "description": "Filter by more than one status of the tune/model in a list."}, {"name": "limit", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The maximum number of items to retrieve.", "default": 25, "title": "Limit"}, "description": "The maximum number of items to retrieve."}, {"name": "skip", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The number of items to skip.", "default": 0, "title": "Skip"}, "description": "The number of items to skip."}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/TunesAndInferenceModels"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/tunes": {"get": {"tags": ["FineTuning / Tunes"], "summary": "List Tunes", "description": "Endpoint to list fine tuning jobs", "operationId": "list_tunes_v2_tunes_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "shared", "in": "query", "required": false, "schema": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "description": "Filter by shared tunes.", "title": "Shared"}, "description": "Filter by shared tunes."}, {"name": "name", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Filter by the name of the tune.", "title": "Name"}, "description": "Filter by the name of the tune."}, {"name": "status", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Filter by the status of the tune.", "title": "Status"}, "description": "Filter by the status of the tune."}, {"name": "limit", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The maximum number of items to retrieve.", "default": 25, "title": "Limit"}, "description": "The maximum number of items to retrieve."}, {"name": "skip", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The number of items to skip.", "default": 0, "title": "Skip"}, "description": "The number of items to skip."}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/TunesOut"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/tunes/{tune_id}": {"get": {"tags": ["FineTuning / Tunes"], "summary": "Retrieve Tune", "description": "Endpoint to retrieve tune by id.\nIf the tune's status is Failed, a pre-signed url for the logs is generated.", "operationId": "retrieve_tune_v2_tunes__tune_id__get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "tune_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Tune Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/TuneStatusOut"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "patch": {"tags": ["FineTuning / Tunes"], "summary": "Update Tune", "description": "Endpoint to update tune in the database", "operationId": "update_tune_v2_tunes__tune_id__patch", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "tune_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Tune Id"}}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"$ref": "#/components/schemas/TuneUpdateIn"}}}}, "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "delete": {"tags": ["FineTuning / Tunes"], "summary": "Delete Tune", "description": "Endpoint to delete a tune", "operationId": "delete_tune_v2_tunes__tune_id__delete", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "tune_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Tune Id"}}], "responses": {"204": {"description": "Successful Response"}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/submit-tune": {"post": {"tags": ["FineTuning / Tunes"], "summary": "Submit Tune", "description": "Endpoint to submit tune.", "operationId": "submit_tune_v2_submit_tune_post", "requestBody": {"content": {"application/json": {"schema": {"$ref": "#/components/schemas/TuneSubmitIn"}}}, "required": true}, "responses": {"201": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/TuneSubmitOut"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}]}}, "/v2/upload-completed-tunes": {"post": {"tags": ["FineTuning / Tunes"], "summary": "Upload Tune", "operationId": "upload_tune_v2_upload_completed_tunes_post", "requestBody": {"content": {"application/json": {"schema": {"$ref": "#/components/schemas/UploadTuneInput"}}}, "required": true}, "responses": {"201": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}]}}, "/v2/submit-hpo-tune": {"post": {"tags": ["FineTuning / Tunes"], "summary": "Submit Hpo Tune Yaml", "description": "Submit HPO tuning job using YAML configuration file.", "operationId": "submit_hpo_tune_yaml_v2_submit_hpo_tune_post", "requestBody": {"content": {"multipart/form-data": {"schema": {"$ref": "#/components/schemas/Body_submit_hpo_tune_yaml_v2_submit_hpo_tune_post"}}}, "required": true}, "responses": {"201": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}]}}, "/v2/tunes/{tune_id}/try-out": {"post": {"tags": ["FineTuning / Tunes"], "summary": "Try Tuned Model", "description": "Endpoint to try-out inference on a tune without deploying the model.", "operationId": "try_tuned_model_v2_tunes__tune_id__try_out_post", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "tune_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Tune Id"}}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"$ref": "#/components/schemas/TryOutTuneInput"}}}}, "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/InferenceGetResponse"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/tunes/{tune_id}/download": {"get": {"tags": ["FineTuning / Tunes"], "summary": "Download Tune", "description": "Endpoint to download tune", "operationId": "download_tune_v2_tunes__tune_id__download_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "tune_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Tune Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/TuneDownloadOut"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/tunes/{tune_id}/metrics": {"get": {"tags": ["FineTuning / Tunes"], "summary": "Mlflow Metrics", "description": "Endpoint to get mlflow metrics per tune", "operationId": "mlflow_metrics_v2_tunes__tune_id__metrics_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "tune_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Tune Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/TunedModelMlflowMetrics"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/base-models": {"get": {"tags": ["FineTuning / Base models"], "summary": "Get Bases", "description": "Endpoint to list all base models", "operationId": "get_bases_v2_base_models_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "shared", "in": "query", "required": false, "schema": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "description": "Filter by shared tunes.", "title": "Shared"}, "description": "Filter by shared tunes."}, {"name": "name", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Filter by the name of the base model.", "title": "Name"}, "description": "Filter by the name of the base model."}, {"name": "status", "in": "query", "required": false, "schema": {"anyOf": [{"type": "array", "items": {}}, {"type": "null"}], "description": "Filter by the status of the base model.", "title": "Status"}, "description": "Filter by the status of the base model."}, {"name": "model_category", "in": "query", "required": false, "schema": {"anyOf": [{"$ref": "#/components/schemas/ModelCategory"}, {"type": "null"}], "description": "Filter by model_category. Options[prithvi, terramind, clay, dofa, resnet, convnext]", "title": "Model Category"}, "description": "Filter by model_category. Options[prithvi, terramind, clay, dofa, resnet, convnext]"}, {"name": "limit", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The maximum number of items to retrieve.", "default": 25, "title": "Limit"}, "description": "The maximum number of items to retrieve."}, {"name": "skip", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The number of items to skip.", "default": 0, "title": "Skip"}, "description": "The number of items to skip."}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/BaseModelsOut"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "post": {"tags": ["FineTuning / Base models"], "summary": "Create Base Model", "description": "Endpoint to create base model", "operationId": "create_base_model_v2_base_models_post", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"$ref": "#/components/schemas/BaseModelsIn"}}}}, "responses": {"201": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/base-models/{base_id}": {"get": {"tags": ["FineTuning / Base models"], "summary": "Get Base By Id", "description": "Endpoint to get base model by id", "operationId": "get_base_by_id_v2_base_models__base_id__get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "base_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Base Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/BaseModelOut"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/base-models/{base_id}/model-params": {"patch": {"tags": ["FineTuning / Base models"], "summary": "Get Base Model Params", "description": "Endpoint to get base model params", "operationId": "get_base_model_params_v2_base_models__base_id__model_params_patch", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "base_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Base Id"}}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"$ref": "#/components/schemas/BaseModelParamsIn"}}}}, "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/BaseModelParamsOut"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/tune-templates": {"get": {"tags": ["FineTuning / Templates"], "summary": "List Tune Templates", "description": "Endpoint to get tuning templates", "operationId": "list_tune_templates_v2_tune_templates_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "name", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Filter by the name of the tune template.", "title": "Name"}, "description": "Filter by the name of the tune template."}, {"name": "model_category", "in": "query", "required": false, "schema": {"anyOf": [{"$ref": "#/components/schemas/ModelCategory"}, {"type": "null"}], "description": "Filter by model_category. Options[prithvi, terramind, clay, dofa, resnet, convnext]", "title": "Model Category"}, "description": "Filter by model_category. Options[prithvi, terramind, clay, dofa, resnet, convnext]"}, {"name": "limit", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The maximum number of items to retrieve.", "default": 25, "title": "Limit"}, "description": "The maximum number of items to retrieve."}, {"name": "skip", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The number of items to skip.", "default": 0, "title": "Skip"}, "description": "The number of items to skip."}, {"name": "purpose", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Filter by this tune template purpose", "title": "Purpose"}, "description": "Filter by this tune template purpose"}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/TasksOut"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "post": {"tags": ["FineTuning / Templates"], "summary": "Create Tasks", "description": "Endpoint to create a task", "operationId": "create_tasks_v2_tune_templates_post", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"$ref": "#/components/schemas/TaskIn"}}}}, "responses": {"201": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/tune-templates/{task_id}": {"get": {"tags": ["FineTuning / Templates"], "summary": "Retrieve Task", "description": "Endpoint to retrieve a task", "operationId": "retrieve_task_v2_tune_templates__task_id__get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "task_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Task Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/TaskOut"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "delete": {"tags": ["FineTuning / Templates"], "summary": "Delete Tune Template", "description": "Endpoint to delete a task", "operationId": "delete_tune_template_v2_tune_templates__task_id__delete", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "task_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Task Id"}}], "responses": {"204": {"description": "Successful Response"}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/tune-templates/{task_id}/template": {"get": {"tags": ["FineTuning / Templates"], "summary": "Get Task Content Template", "description": "Endpoint that shows the template string as Python file with placeholders like `${varname}`", "operationId": "get_task_content_template_v2_tune_templates__task_id__template_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "task_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Task Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "put": {"tags": ["FineTuning / Templates"], "summary": "Update Task Contents With File", "description": "Endpoint to upload a task file to the database", "operationId": "update_task_contents_with_file_v2_tune_templates__task_id__template_put", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "task_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Task Id"}}], "requestBody": {"required": true, "content": {"multipart/form-data": {"schema": {"$ref": "#/components/schemas/Body_update_task_contents_with_file_v2_tune_templates__task_id__template_put"}}}}, "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/tune-templates/{task_id}/schema": {"put": {"tags": ["FineTuning / Templates"], "summary": "Update Task Schema", "description": "Endpoint that allows to update the JSONSchema of a task.", "operationId": "update_task_schema_v2_tune_templates__task_id__schema_put", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "task_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Task Id"}}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"title": "Task Schema"}}}}, "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/tune-templates/{task_id}/test-render": {"get": {"tags": ["FineTuning / Templates"], "summary": "Check Task Content Rendered With Defaults", "description": "Endpoint that checks that the the task renders correctly", "operationId": "check_task_content_rendered_with_defaults_v2_tune_templates__task_id__test_render_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "task_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Task Id"}}, {"name": "dataset_id", "in": "query", "required": true, "schema": {"title": "Dataset Id"}}, {"name": "base_model", "in": "query", "required": true, "schema": {"title": "Base Model"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/tune-templates/{task_id}/test-render-user-defined-task": {"get": {"tags": ["FineTuning / Templates"], "summary": "Check User Defined Task Content Rendered With Defaults", "description": "Endpoint that checks that the user defined task renders correctly", "operationId": "check_user_defined_task_content_rendered_with_defaults_v2_tune_templates__task_id__test_render_user_defined_task_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "task_id", "in": "path", "required": true, "schema": {"type": "string", "format": "uuid", "title": "Task Id"}}, {"name": "dataset_id", "in": "query", "required": true, "schema": {"title": "Dataset Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/datasets": {"get": {"tags": ["FineTuning / Datasets"], "summary": "List Datasets", "operationId": "list_datasets_v2_datasets_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "dataset_name", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Filter by this dataset name.", "title": "Dataset Name"}, "description": "Filter by this dataset name."}, {"name": "purpose", "in": "query", "required": false, "schema": {"anyOf": [{"type": "array", "items": {}}, {"type": "null"}], "description": "Filter by this dataset purpose.", "title": "Purpose"}, "description": "Filter by this dataset purpose."}, {"name": "status", "in": "query", "required": false, "schema": {"anyOf": [{"type": "string"}, {"type": "null"}], "description": "Filter by this dataset status", "title": "Status"}, "description": "Filter by this dataset status"}, {"name": "summary", "in": "query", "required": false, "schema": {"type": "boolean", "description": "Flag to return summary of datasets or full view", "default": false, "title": "Summary"}, "description": "Flag to return summary of datasets or full view"}, {"name": "limit", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The maximum number of items to retrieve.", "default": 25, "title": "Limit"}, "description": "The maximum number of items to retrieve."}, {"name": "skip", "in": "query", "required": false, "schema": {"anyOf": [{"type": "integer"}, {"type": "null"}], "description": "The number of items to skip.", "default": 0, "title": "Skip"}, "description": "The number of items to skip."}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"anyOf": [{"$ref": "#/components/schemas/GeoDatasetsResponseSchemaV2"}, {"$ref": "#/components/schemas/DatasetsSummaryResponseSchema"}], "title": "Response List Datasets V2 Datasets Get"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/datasets/pre-scan": {"post": {"tags": ["FineTuning / Datasets"], "summary": "Pre Scan Dataset", "description": "Endpoint to pre_scan dataset and return bands and band descriptions.\nThis endpoint only supports .zip files.", "operationId": "pre_scan_dataset_v2_datasets_pre_scan_post", "requestBody": {"content": {"application/json": {"schema": {"$ref": "#/components/schemas/GeoDatasetPreScanRequestSchemaV2"}}}, "required": true}, "responses": {"201": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}]}}, "/v2/datasets/{dataset_id}/sample": {"get": {"tags": ["FineTuning / Datasets"], "summary": "Get Sample Images", "description": "Endpoint for obtaining urls to a selection of onboarded images.", "operationId": "get_sample_images_v2_datasets__dataset_id__sample_get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "dataset_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Dataset Id"}}, {"name": "sample_count", "in": "query", "required": false, "schema": {"type": "integer", "description": "The number of images and labels returned", "default": 5, "title": "Sample Count"}, "description": "The number of images and labels returned"}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/datasets/{dataset_id}": {"patch": {"tags": ["FineTuning / Datasets"], "summary": "Update Dataset Metadata", "description": "Endpoint for editing the metadata", "operationId": "update_dataset_metadata_v2_datasets__dataset_id__patch", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "dataset_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Dataset Id"}}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"$ref": "#/components/schemas/GeoDatasetMetadataUpdateSchema"}}}}, "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "get": {"tags": ["FineTuning / Datasets"], "summary": "Retrieve Dataset", "description": "Endpoint for obtaining dataset metadata", "operationId": "retrieve_dataset_v2_datasets__dataset_id__get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "dataset_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Dataset Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "delete": {"tags": ["FineTuning / Datasets"], "summary": "Delete Dataset", "description": "Endpoint for deleting the dataset", "operationId": "delete_dataset_v2_datasets__dataset_id__delete", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "dataset_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Dataset Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/datasets/onboard": {"post": {"tags": ["FineTuning / Datasets"], "summary": "Onboard Dataset", "description": "Onboard dataset to the studio", "operationId": "onboard_dataset_v2_datasets_onboard_post", "requestBody": {"content": {"application/json": {"schema": {"$ref": "#/components/schemas/GeoDatasetRequestSchemaV2"}}}, "required": true}, "responses": {"201": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}]}}, "/v2/amo-tasks/{model_id}": {"get": {"tags": ["Inference / Models"], "summary": "Retrieve Amo Task", "description": "Check the status of a background task.", "operationId": "retrieve_amo_task_v2_amo_tasks__model_id__get", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "model_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Model Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}, "delete": {"tags": ["Inference / Models"], "summary": "Offboard Inference Model", "operationId": "offboard_inference_model_v2_amo_tasks__model_id__delete", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "model_id", "in": "path", "required": true, "schema": {"type": "string", "title": "Model Id"}}], "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}, "/v2/amo-tasks": {"post": {"tags": ["Inference / Models"], "summary": "Onboard Inference Model", "operationId": "onboard_inference_model_v2_amo_tasks_post", "requestBody": {"content": {"application/json": {"schema": {"$ref": "#/components/schemas/OnboardModelRequest"}}}, "required": true}, "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}]}}, "/issue": {"get": {"tags": ["Studio / Feedback"], "summary": "Get Issues", "operationId": "get_issues_issue_get", "responses": {"200": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/IssueListResponse"}}}}}, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}]}, "post": {"tags": ["Studio / Feedback"], "summary": "Post Issue", "description": "Report issues and feedback using this api.\n\nThe `issuetype` entry has a few accepted types as discussed below\u2026\n\n**Example Schemas**\n\n1. **Task**: Task issue type is used to track a piece of work that needs to be completed within a project, but\n doesn't necessarily correspond to a new feature or bug fix. Tasks are typically smaller pieces of work that\n contribute to the overall progress of a project, such as documentation, testing, or code refactoring.\n ```\n {\n \"issuetype\": \"Task\",\n \"summary\": \"Summary of the task...\",\n \"description\": \"Detailed description of the task...\"\n }\n ```\n\n2. **Bug**: The `Bug` issue type is used to track defects or problems with the software or system. A bug is a coding\n error, a mistake or a flaw in the system that causes it to behave unexpectedly or not as intended. Bugs can be\n discovered during testing, production, or even after the software has been released. Once a bug issue has been\n created, it can be assigned to a developer or team member responsible for fixing it. As the bug is worked on,\n updates can be added to the issue to track progress, such as when a fix is tested or deployed.\n ```\n {\n \"issuetype\": \"Bug\",\n \"summary\": \"Summary of the bug...\",\n \"description\": \"Detailed description of the bug...\"\n }\n ```\n\n3. **Feature**: New Feature issue type is used to track the development of new functionality or features that are\n being added to a software system or application. It is one of the default issue types available and is commonly\n used in software development projects to manage the development of new features or enhancements to existing\n functionality.\n ```\n {\n \"issuetype\": \"Feature\",\n \"summary\": \"Summary of the feature...\",\n \"description\": \"Detailed description of the feature...\"\n }\n ```\n\n4. **Story**: A Story issue type is used to describe a small, self-contained unit of work that contributes to the\n completion of an Epic or project. Stories are used to track and manage the implementation of specific features\n or requirements.\n ```\n {\n \"issuetype\": \"Story\",\n \"summary\": \"Summary of the story...\",\n \"description\": \"Detailed description of the story...\"\n }\n ```\n\n5. **Incident**: Reporting an incident or IT service outage.\n ```\n {\n \"issuetype\": \"Incident\",\n \"summary\": \"Summary of the incident...\",\n \"description\": \"Detailed description of the incident...\"\n }\n ```\n\n6. **Risk**: Tracks potential problems or uncertainties that might impact your project, allowing you to\n differentiate them from regular tasks, stories, or bugs; essentially, it's a way to categorize and manage\n potential issues that haven't yet occurred within your project using your issue tracking system.\n ```\n {\n \"issuetype\": \"Risk\",\n \"summary\": \"Summary of the risk...\",\n \"description\": \"Detailed description of the risk...\"\n }\n ```\n\n7. **Change Request**: The change issue type is used to represent a significant change to an existing system or\n process. It is typically used in IT service management to track change requests and approvals\n ```\n {\n \"issuetype\": \"Change Request\",\n \"summary\": \"Summary of the change request...\",\n \"description\": \"Detailed description of the change request...\"\n }\n ```\n\n8. **Service Ticket**: This issue type is used to represent a request for technical support from users or\n customers. It can be used to track and manage support tickets, and to ensure that support requests are responded\n to in a timely manner. e.g demo requests\n ```\n {\n \"issuetype\": \"Service Ticket\",\n \"summary\": \"Summary of the service ticket...\",\n \"description\": \"Detailed description of the service ticket...\"\n }\n ```", "operationId": "post_issue_issue_post", "requestBody": {"content": {"application/json": {"schema": {"$ref": "#/components/schemas/IssueRequestSchema"}}}, "required": true}, "responses": {"201": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/IssueResponseSchema"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}, "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}]}}, "/issue/{issue_key}/comment": {"post": {"tags": ["Studio / Feedback"], "summary": "Post Issue Comment", "description": "Add comments to an existing issue. You need to provide `issue_key` as a path parameter\n\n**Example Schema**\n```\n{\n \"body\": \"This is my comment...\"\n}\n```", "operationId": "post_issue_comment_issue__issue_key__comment_post", "security": [{"HTTPBearer": []}, {"APIKeyHeader": []}], "parameters": [{"name": "issue_key", "in": "path", "required": true, "schema": {"type": "string", "description": "Key of an existing issue, e.g. WGS-xxxx", "title": "Issue Key"}, "description": "Key of an existing issue, e.g. WGS-xxxx"}], "requestBody": {"required": true, "content": {"application/json": {"schema": {"$ref": "#/components/schemas/CommentRequestSchema"}}}}, "responses": {"201": {"description": "Successful Response", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/CommentResponseSchema"}}}}, "422": {"description": "Validation Error", "content": {"application/json": {"schema": {"$ref": "#/components/schemas/HTTPValidationError"}}}}}}}}, "components": {"schemas": {"APIKeyListResponse": {"properties": {"total_records": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Total Records", "default": 0}, "page_count": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Page Count"}, "results": {"items": {"$ref": "#/components/schemas/APIKeyResponseSchema"}, "type": "array", "title": "Results"}}, "type": "object", "required": ["results"], "title": "APIKeyListResponse"}, "APIKeyResponseSchema": {"properties": {"id": {"type": "string", "format": "uuid", "title": "Id"}, "value": {"type": "string", "title": "Value"}, "expires_on": {"type": "string", "format": "date-time", "title": "Expires On"}, "active": {"type": "boolean", "title": "Active"}}, "type": "object", "required": ["id", "value", "expires_on", "active"], "title": "APIKeyResponseSchema"}, "APIKeyUpdateSchema": {"properties": {"active": {"type": "boolean", "title": "Active"}}, "type": "object", "required": ["active"], "title": "APIKeyUpdateSchema"}, "AuthorResponseSchema": {"properties": {"displayName": {"type": "string", "title": "Displayname"}}, "type": "object", "required": ["displayName"], "title": "AuthorResponseSchema"}, "BaseModelOut": {"properties": {"id": {"type": "string", "format": "uuid", "title": "Id"}, "active": {"type": "boolean", "title": "Active"}, "created_by": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Created By", "default": ""}, "created_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Created At"}, "updated_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Updated At"}, "name": {"type": "string", "title": "Name"}, "description": {"type": "string", "title": "Description"}, "checkpoint_filename": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Checkpoint Filename"}, "model_params": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"$ref": "#/components/schemas/ModelBaseParams"}, {"type": "null"}], "title": "Model Params", "default": {}}, "status": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Status", "default": "Finished"}, "shared": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Shared", "default": false}}, "type": "object", "required": ["id", "active", "name", "description", "checkpoint_filename"], "title": "BaseModelOut", "description": "Response model for a Base Model.\n\nAttributes\n----------\nname : str\n The name of the Base Model.\ndescription : str\n A description of the Base Model.\ncheckpoint_filename : str, optional\n The filename of the checkpoint for the base model.\nmodel_params : dict or ModelBaseParams, optional\n Parameters for the Base Model. Defaults to an empty dictionary and is validated before use.\n\nRaises\n------\nValueError\n If any required fields are not provided or if they contain invalid values.\n If the `model_params` cannot be parsed into a valid JSON object.\n\nExamples\n--------\n>>> base_model_out = BaseModelOut(name=\"Prithvi Base Model\", description=\"some description\")\n>>> base_model_out.name\n\"Prithvi Base Model\""}, "BaseModelParamsIn": {"properties": {"backbone": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Backbone", "description": "the base model backbone", "default": ""}, "patch_size": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Patch Size", "description": "num_layers", "default": 16}, "num_layers": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Num Layers", "description": "num_layers", "default": 12}, "embed_dim": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Embed Dim", "description": "embed_dim", "default": 768}, "num_heads": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Num Heads", "description": "num_heads", "default": 12}, "tile_size": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Tile Size", "description": "tile_size", "default": 1}, "tubelet_size": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Tubelet Size", "description": "tubelet_size", "default": 1}, "model_category": {"anyOf": [{"$ref": "#/components/schemas/ModelCategory"}, {"type": "null"}], "description": "model_category", "default": "prithvi"}}, "type": "object", "title": "BaseModelParamsIn"}, "BaseModelParamsOut": {"properties": {"model_params": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"$ref": "#/components/schemas/BaseModelParamsIn"}, {"type": "null"}], "title": "Model Params", "default": {}}}, "type": "object", "title": "BaseModelParamsOut", "description": "Model for the output parameters of a base model.\n\nAttributes\n----------\nmodel_params : dict or ModelBaseParams, optional\n Parameters for the model. Can be a dictionary or an instance of `ModelBaseParams`.\n Defaults to an empty dictionary.\n\nMethods\n-------\nupdate_model_params(val: Any) -> Union[dict, ModelBaseParams]\n Validates and updates the `model_params` attribute. If the input is a string, it attempts\n to parse it as JSON. If parsing fails, it defaults to an empty dictionary.\n\nRaises\n------\nValueError\n If the `model_params` input is not a valid dictionary or JSON string.\n\nExamples\n--------\n>>> base_model_params = BaseModelParamsOut(\n... model_params={\"param1\": \"value1\", \"param2\": \"value2\"}\n... )\n>>> base_model_params.model_params\n{'param1': 'value1', 'param2': 'value2'}"}, "BaseModelsIn": {"properties": {"name": {"type": "string", "title": "Name"}, "description": {"type": "string", "title": "Description"}, "checkpoint_filename": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Checkpoint Filename", "default": ""}, "model_params": {"anyOf": [{"$ref": "#/components/schemas/BaseModelParamsIn"}, {"type": "null"}], "default": {"backbone": "", "patch_size": 16, "num_layers": 12, "embed_dim": 768, "num_heads": 12, "tile_size": 1, "tubelet_size": 1, "model_category": "prithvi"}}}, "type": "object", "required": ["name", "description"], "title": "BaseModelsIn", "description": "Model for input parameters to create a new Base Model.\n\nAttributes\n----------\nname : str\n The name of the Base Model. This field is required.\ndescription : str, optional\n A brief description of the Base Model. Defaults to None.\ncheckpoint_filename : str\n The filename of the checkpoint for the base model. Defaults to an empty string.\n\n\nRaises\n------\nValueError\n If the `name` and `description` fields are empty.\n\nExamples\n--------\n>>> base_model_input = BaseModelsIn(\n... name='Prithvi Base Model',\n... description='Base Model ',\n... )\n>>> base_model_input.name\n'Prithvi Base Model'"}, "BaseModelsOut": {"properties": {"total_records": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Total Records", "default": 0}, "page_count": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Page Count"}, "results": {"items": {"$ref": "#/components/schemas/BaseModelOut"}, "type": "array", "title": "Results"}}, "type": "object", "required": ["results"], "title": "BaseModelsOut", "description": "Response Model for BaseModel list\n\nAttributes\n----------\nListResponse : list of BaseModelsOut\n List of BaseModels\n\nExamples\n--------\n>>> base_model_response = BaseModelOut(results=[BaseModelsOut(\n>>> name=\"Prithvi Base Model\", description=\"some description\"])\n>>> base_model_response.results[0].name\n'Prithvi Base Model'"}, "Body_submit_hpo_tune_yaml_v2_submit_hpo_tune_post": {"properties": {"config_file": {"type": "string", "format": "binary", "title": "Config File"}, "tune_metadata": {"type": "string", "title": "Tune Metadata"}}, "type": "object", "required": ["config_file", "tune_metadata"], "title": "Body_submit_hpo_tune_yaml_v2_submit_hpo_tune_post"}, "Body_update_task_contents_with_file_v2_tune_templates__task_id__template_put": {"properties": {"file": {"type": "string", "format": "binary", "title": "File"}}, "type": "object", "required": ["file"], "title": "Body_update_task_contents_with_file_v2_tune_templates__task_id__template_put"}, "CPUResourceConfig": {"properties": {"requests": {"additionalProperties": {"type": "string"}, "type": "object", "title": "Requests", "description": "Requested resources", "examples": [{"cpu": "6", "memory": "16G"}]}, "limits": {"additionalProperties": {"type": "string"}, "type": "object", "title": "Limits", "description": "Resource limits", "examples": [{"cpu": "12", "memory": "32G"}]}}, "type": "object", "title": "CPUResourceConfig"}, "CommentListResponse": {"properties": {"comments": {"items": {"$ref": "#/components/schemas/CommentResponseSchema"}, "type": "array", "title": "Comments"}}, "type": "object", "required": ["comments"], "title": "CommentListResponse"}, "CommentRequestSchema": {"properties": {"body": {"type": "string", "title": "Body", "description": "Comment text", "example": "This is my comment..."}}, "type": "object", "required": ["body"], "title": "CommentRequestSchema"}, "CommentResponseSchema": {"properties": {"id": {"type": "string", "title": "Id"}, "body": {"type": "string", "title": "Body"}, "author": {"$ref": "#/components/schemas/AuthorResponseSchema"}, "created": {"type": "string", "format": "date-time", "title": "Created"}, "updated": {"type": "string", "format": "date-time", "title": "Updated"}}, "type": "object", "required": ["id", "body", "author", "created", "updated"], "title": "CommentResponseSchema"}, "DataSource": {"properties": {"connector": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Connector"}, "collection": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Collection"}, "bands": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Bands"}, "scaling_factor": {"anyOf": [{"items": {"type": "number"}, "type": "array"}, {"type": "null"}], "title": "Scaling Factor"}}, "additionalProperties": true, "type": "object", "title": "DataSource"}, "DataSourceGetResponse": {"properties": {"connector": {"type": "string", "title": "Connector"}, "collection_name": {"type": "string", "title": "Collection Name"}, "bands": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"items": {}, "type": "array"}], "title": "Bands"}, "data_collection": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Data Collection"}, "resolution_m": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Resolution M"}, "rgb_bands": {"anyOf": [{"items": {}, "type": "array"}, {"type": "null"}], "title": "Rgb Bands"}, "modality_tag": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Modality Tag"}, "cloud_masking": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Cloud Masking"}, "query_template": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Query Template"}, "search": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Search"}, "request_input_data": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Request Input Data"}}, "additionalProperties": true, "type": "object", "required": ["connector", "collection_name", "bands"], "title": "DataSourceGetResponse"}, "DataSourceListResponse": {"properties": {"results": {"anyOf": [{"items": {"$ref": "#/components/schemas/DataSourceGetResponse"}, "type": "array"}, {"type": "null"}], "title": "Results", "default": []}}, "type": "object", "title": "DataSourceListResponse"}, "DatasetSummaryResponseSchema": {"properties": {"id": {"type": "string", "title": "Id"}, "dataset_name": {"type": "string", "title": "Dataset Name"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description", "default": ""}}, "type": "object", "required": ["id", "dataset_name"], "title": "DatasetSummaryResponseSchema"}, "DatasetsSummaryResponseSchema": {"properties": {"total_records": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Total Records", "default": 0}, "page_count": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Page Count"}, "results": {"items": {"$ref": "#/components/schemas/DatasetSummaryResponseSchema"}, "type": "array", "title": "Results"}}, "type": "object", "required": ["results"], "title": "DatasetsSummaryResponseSchema"}, "DeploymentType": {"type": "string", "enum": ["cpu", "gpu"], "title": "DeploymentType"}, "FieldsResponseSchema": {"properties": {"issuetype": {"$ref": "#/components/schemas/IssueTypeResponseSchema"}, "summary": {"type": "string", "title": "Summary"}, "created": {"type": "string", "format": "date-time", "title": "Created"}, "updated": {"type": "string", "format": "date-time", "title": "Updated"}, "duedate": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Duedate"}, "status": {"$ref": "#/components/schemas/StatusResponseSchema"}, "description": {"type": "string", "title": "Description"}, "comment": {"$ref": "#/components/schemas/CommentListResponse"}}, "type": "object", "required": ["issuetype", "summary", "created", "updated", "duedate", "status", "description", "comment"], "title": "FieldsResponseSchema"}, "FilesShareOut": {"properties": {"upload_url": {"type": "string", "title": "Upload Url"}, "download_url": {"type": "string", "title": "Download Url"}, "message": {"type": "string", "title": "Message"}}, "type": "object", "required": ["upload_url", "download_url", "message"], "title": "FilesShareOut", "description": "Response Model for file-share get endpoint."}, "GPUResourceConfig": {"properties": {"requests": {"additionalProperties": {"type": "string"}, "type": "object", "title": "Requests", "description": "Requested GPU resources", "examples": [{"nvidia.com/gpu": "1"}]}, "limits": {"additionalProperties": {"type": "string"}, "type": "object", "title": "Limits", "description": "GPU resource limits", "examples": [{"nvidia.com/gpu": "1"}]}}, "type": "object", "title": "GPUResourceConfig"}, "GeoDatasetMetadataUpdateSchema": {"properties": {"dataset_name": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Dataset Name"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description"}, "custom_bands": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Custom Bands"}, "label_categories": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Label Categories"}}, "type": "object", "title": "GeoDatasetMetadataUpdateSchema"}, "GeoDatasetPreScanRequestSchemaV2": {"properties": {"dataset_url": {"type": "string", "title": "Dataset Url"}, "label_suffix": {"type": "string", "title": "Label Suffix"}, "training_data_suffixes": {"items": {"type": "string"}, "type": "array", "title": "Training Data Suffixes"}}, "type": "object", "required": ["dataset_url", "label_suffix", "training_data_suffixes"], "title": "GeoDatasetPreScanRequestSchemaV2"}, "GeoDatasetRequestSchemaV2": {"properties": {"training_params": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Training Params"}, "dataset_name": {"type": "string", "title": "Dataset Name"}, "label_suffix": {"type": "string", "title": "Label Suffix"}, "dataset_url": {"type": "string", "title": "Dataset Url"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description"}, "purpose": {"type": "string", "enum": ["Regression", "Segmentation", "Generate", "NER", "Classify", "Other"], "title": "Purpose"}, "data_sources": {"items": {"additionalProperties": true, "type": "object"}, "type": "array", "title": "Data Sources", "default": []}, "label_categories": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Label Categories", "default": []}, "version": {"type": "string", "title": "Version", "default": "v2"}}, "type": "object", "required": ["dataset_name", "label_suffix", "dataset_url", "description", "purpose"], "title": "GeoDatasetRequestSchemaV2"}, "GeoDatasetResponseSchemaV2": {"properties": {"id": {"type": "string", "title": "Id"}, "active": {"type": "boolean", "title": "Active"}, "created_by": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Created By", "default": ""}, "created_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Created At"}, "updated_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Updated At"}, "dataset_name": {"type": "string", "title": "Dataset Name"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description", "default": ""}, "dataset_url": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Dataset Url", "default": ""}, "label_suffix": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Label Suffix", "default": ""}, "purpose": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Purpose", "default": ""}, "data_sources": {"anyOf": [{}, {"type": "null"}], "title": "Data Sources"}, "label_categories": {"anyOf": [{}, {"type": "null"}], "title": "Label Categories"}, "size": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Size", "default": ""}, "status": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Status", "default": ""}, "error": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Error", "default": ""}, "logs": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Logs", "default": ""}}, "type": "object", "required": ["id", "active", "dataset_name", "data_sources", "label_categories"], "title": "GeoDatasetResponseSchemaV2"}, "GeoDatasetsResponseSchemaV2": {"properties": {"total_records": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Total Records", "default": 0}, "page_count": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Page Count"}, "results": {"items": {"$ref": "#/components/schemas/GeoDatasetResponseSchemaV2"}, "type": "array", "title": "Results"}}, "type": "object", "required": ["results"], "title": "GeoDatasetsResponseSchemaV2"}, "GeoServerPush": {"properties": {"workspace": {"type": "string", "title": "Workspace"}, "layer_name": {"type": "string", "title": "Layer Name"}, "display_name": {"type": "string", "title": "Display Name"}, "filepath_key": {"type": "string", "title": "Filepath Key"}, "file_suffix": {"type": "string", "title": "File Suffix"}, "geoserver_style": {"anyOf": [{"type": "string"}, {"additionalProperties": true, "type": "object"}], "title": "Geoserver Style"}}, "additionalProperties": true, "type": "object", "required": ["workspace", "layer_name", "display_name", "filepath_key", "file_suffix", "geoserver_style"], "title": "GeoServerPush"}, "HTTPValidationError": {"properties": {"detail": {"items": {"$ref": "#/components/schemas/ValidationError"}, "type": "array", "title": "Detail"}}, "type": "object", "title": "HTTPValidationError"}, "InferenceCreateInput": {"properties": {"spatial_domain": {"$ref": "#/components/schemas/SpatialDomain"}, "temporal_domain": {"items": {"type": "string"}, "type": "array", "title": "Temporal Domain"}, "model_input_data_spec": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Model Input Data Spec"}, "data_connector_config": {"anyOf": [{"items": {"$ref": "#/components/schemas/DataSource"}, "type": "array"}, {"type": "null"}], "title": "Data Connector Config"}, "geoserver_push": {"anyOf": [{"items": {"$ref": "#/components/schemas/GeoServerPush"}, "type": "array"}, {"type": "null"}], "title": "Geoserver Push"}, "pipeline_steps": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Pipeline Steps"}, "post_processing": {"anyOf": [{"$ref": "#/components/schemas/PostProcessing"}, {"type": "null"}]}, "fine_tuning_id": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Fine Tuning Id"}, "maxcc": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Maxcc", "default": 100}, "model_display_name": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Model Display Name"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description"}, "location": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Location"}, "geoserver_layers": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Geoserver Layers"}, "demo": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Demo"}, "model_id": {"anyOf": [{"type": "string", "format": "uuid"}, {"type": "null"}], "title": "Model Id"}, "inference_output": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Inference Output"}}, "type": "object", "required": ["spatial_domain"], "title": "InferenceCreateInput"}, "InferenceGetResponse": {"properties": {"spatial_domain": {"$ref": "#/components/schemas/SpatialDomain"}, "temporal_domain": {"items": {"type": "string"}, "type": "array", "title": "Temporal Domain"}, "fine_tuning_id": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Fine Tuning Id"}, "maxcc": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Maxcc", "default": 100}, "model_display_name": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Model Display Name"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description"}, "location": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Location"}, "geoserver_layers": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Geoserver Layers"}, "demo": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Demo"}, "model_id": {"anyOf": [{"type": "string", "format": "uuid"}, {"type": "null"}], "title": "Model Id"}, "inference_output": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Inference Output"}, "id": {"type": "string", "format": "uuid", "title": "Id"}, "active": {"type": "boolean", "title": "Active"}, "created_by": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Created By", "default": ""}, "created_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Created At"}, "updated_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Updated At"}, "status": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Status"}, "tasks_count_total": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Tasks Count Total"}, "tasks_count_success": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Tasks Count Success"}, "tasks_count_failed": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Tasks Count Failed"}, "tasks_count_stopped": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Tasks Count Stopped"}, "tasks_count_waiting": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Tasks Count Waiting"}}, "type": "object", "required": ["spatial_domain", "id", "active", "status"], "title": "InferenceGetResponse"}, "InferenceModelStyleResponseSchema": {"properties": {"id": {"anyOf": [{"type": "string", "format": "uuid"}, {"type": "null"}], "title": "Id"}, "data_type": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Data Type"}, "asset_categories": {"anyOf": [{"items": {"type": "string"}, "type": "array"}, {"type": "null"}], "title": "Asset Categories"}, "base_style": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Base Style"}, "asset_style": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Asset Style"}}, "type": "object", "title": "InferenceModelStyleResponseSchema"}, "InferenceRequestSchema": {"properties": {"event_id": {"anyOf": [{"type": "string", "format": "uuid"}, {"type": "null"}], "title": "Event Id", "description": "ID to track request **DEPRECATED use value from the response.**.", "example": "82819d63-580a-4f8e-a022-ee2d20e03b24"}, "request_type": {"type": "string", "title": "Request Type", "description": "Request type. Options include 'eis','openeo','image', 'url', 'nasa', or 'sentinelhub', 'addlayer'.", "example": "eis"}, "model_id": {"anyOf": [{"type": "string"}, {"type": "string", "format": "uuid"}], "title": "Model Id", "description": "Model id. Options: 'flood-segmentation','fire-scars','lulc', and 'agb'.", "example": "prithvi-vit-300m-hls2-us-fire-scars"}, "urls": {"anyOf": [{"items": {"type": "string"}, "type": "array"}, {"type": "null"}], "title": "Urls", "description": "Pre-signed url for pre-processed data input. Required for request_type == url. Data can be .tif, folder, or .zip.", "default": [""], "example": ["https://s3.us-south.cloud-object-storage.appdomain.cloud/gfm-inference-outputs/HLS.L30.T14RMS.202208.B02-B07.stacked_float32.tif?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=a8ebfe8dbb0449babe346dad8bf5e345%2F20230711%2Fus-south%2Fs3%2Faws4_request&X-Amz-Date=20230711T031946Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=6dfe2570be02ba61418e3febb610fd63e9ce033f62b064dfb527a5e8e420ef2b"]}, "output_url": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Output Url", "description": "Pre-signed PUT url for prediction output. Must be a zip folder.", "default": "None", "example": "https://s3.us-south.cloud-object-storage.appdomain.cloud/gfm-inference-outputs/inference_outputs.zip?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=a8ebfe8dbb0449babe346dad8bf5e345%2F20230710%2Fus-south%2Fs3%2Faws4_request&X-Amz-Date=20230710T211026Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=fedb5d37e61533b84b62041420b5500871f3dfa05793129ab9e598b185cfdb0a"}, "eis_api_key": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Eis Api Key", "description": "API key for geospatial data store (EIS). Required for request_type == eis", "default": "None", "example": ""}, "bbox": {"anyOf": [{"items": {"type": "number"}, "type": "array"}, {"type": "null"}], "title": "Bbox", "description": "Bbox of interst for EIS data pull. Required for request_type == eis. Formatted as [min_lon, min_lat, max_lon, max_lat]. ", "default": [], "example": "[-121.9, 39.5, -121.5, 40]"}, "start_date": {"anyOf": [{"type": "string", "format": "date"}, {"type": "null"}], "title": "Start Date", "description": "Start date for time period of interest. Required for request_type == eis. Formatted as 'YYYY-MM-DD'.", "example": "2022-12-20"}, "end_date": {"anyOf": [{"type": "string", "format": "date"}, {"type": "null"}], "title": "End Date", "description": "End date for time period of interest. Required for request_type == eis. Formatted as 'YYYY-MM-DD'.", "example": "2022-12-21"}, "location": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Location", "description": "Optional location name.", "default": "None", "example": "Kansas"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description", "description": "Optional inference description."}, "crs": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Crs", "description": "Coordinate Reference System of the geometry objects.", "default": "ESPG:4326", "example": "ESPG:4326"}, "reproject": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Reproject", "default": true}, "pre_run": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Pre Run", "default": false}, "is_pipeline_execution": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Is Pipeline Execution", "default": false}, "is_inference_on_ftmodel": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Is Inference On Ftmodel", "default": false}, "pipeline_v2": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Pipeline V2", "default": false}, "pipeline_v2_params": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Pipeline V2 Params", "description": "Pipeline V2 parameters."}, "scaling_factor": {"anyOf": [{"type": "number"}, {"type": "null"}], "title": "Scaling Factor", "description": "Constant for data scaling for rgb. If not provided, will use model default.", "default": -9999, "example": 10000}, "geoserver_enabled": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Geoserver Enabled", "description": "Option to load inference layers to the geoserever for UI visualization", "default": true}, "max_cloud_cover": {"anyOf": [{"type": "number", "maximum": 100.0, "minimum": 0.0}, {"type": "null"}], "title": "Max Cloud Cover", "description": "Option to define the maximum cloud cover for the dataset"}}, "type": "object", "required": ["request_type", "model_id"], "title": "InferenceRequestSchema"}, "InferenceResponse": {"properties": {"id": {"type": "string", "format": "uuid", "title": "Id"}, "active": {"type": "boolean", "title": "Active"}, "created_by": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Created By", "default": ""}, "created_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Created At"}, "updated_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Updated At"}, "event_id": {"type": "string", "title": "Event Id"}, "request_type": {"type": "string", "title": "Request Type"}, "model_name": {"type": "string", "title": "Model Name"}, "model_id": {"type": "string", "format": "uuid", "title": "Model Id"}, "urls": {"anyOf": [{"items": {"type": "string"}, "type": "array"}, {"type": "null"}], "title": "Urls", "default": []}, "output_url": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Output Url"}, "bbox": {"anyOf": [{"items": {"type": "number"}, "type": "array"}, {"type": "null"}], "title": "Bbox", "default": []}, "bbox_pred": {"anyOf": [{"items": {}, "type": "array"}, {"type": "null"}], "title": "Bbox Pred", "default": []}, "start_date": {"anyOf": [{"type": "string", "format": "date"}, {"type": "null"}], "title": "Start Date"}, "end_date": {"anyOf": [{"type": "string", "format": "date"}, {"type": "null"}], "title": "End Date"}, "location": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Location"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description"}, "status": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Status"}, "info": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Info"}, "pre_run": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Pre Run"}, "layers": {"anyOf": [{"items": {}, "type": "array"}, {"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Layers"}, "geo_layers": {"anyOf": [{"items": {}, "type": "array"}, {"type": "null"}], "title": "Geo Layers", "default": []}, "crs": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Crs"}, "reproject": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Reproject", "default": true}, "webhooks": {"anyOf": [{"items": {"$ref": "#/components/schemas/InferenceWebhookMessages"}, "type": "array"}, {"type": "null"}], "title": "Webhooks", "default": []}, "geoserver_enabled": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Geoserver Enabled", "default": true}, "model_style": {"anyOf": [{"$ref": "#/components/schemas/InferenceModelStyleResponseSchema"}, {"type": "null"}]}, "max_cloud_cover": {"anyOf": [{"type": "number"}, {"type": "null"}], "title": "Max Cloud Cover"}}, "type": "object", "required": ["id", "active", "event_id", "request_type", "model_name", "model_id", "status", "pre_run"], "title": "InferenceResponse"}, "InferenceTasksListResponse": {"properties": {"inference_id": {"type": "string", "format": "uuid", "title": "Inference Id"}, "status": {"type": "string", "title": "Status"}, "tasks": {"items": {"$ref": "#/components/schemas/TaskCreate"}, "type": "array", "title": "Tasks"}}, "type": "object", "required": ["inference_id", "status", "tasks"], "title": "InferenceTasksListResponse"}, "InferenceWebhookMessageDetails": {"properties": {"message": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Message"}, "error": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Error"}, "status": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Status"}}, "type": "object", "title": "InferenceWebhookMessageDetails"}, "InferenceWebhookMessages": {"properties": {"timestamp": {"type": "string", "format": "date-time", "title": "Timestamp"}, "detail": {"anyOf": [{"$ref": "#/components/schemas/InferenceWebhookMessageDetails"}, {"type": "null"}], "default": {}}}, "type": "object", "required": ["timestamp"], "title": "InferenceWebhookMessages"}, "IssueListResponse": {"properties": {"total_records": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Total Records", "default": 0}, "page_count": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Page Count"}, "results": {"items": {"$ref": "#/components/schemas/IssueResponseSchema"}, "type": "array", "title": "Results"}}, "type": "object", "required": ["results"], "title": "IssueListResponse"}, "IssueRequestSchema": {"properties": {"issuetype": {"type": "string", "title": "Issuetype", "description": "The type of report, e.g. Bug, New Feature, Feadback", "example": "Task"}, "summary": {"type": "string", "title": "Summary", "description": "A summary of the issue", "example": "Summary of the issue..."}, "description": {"type": "string", "title": "Description", "description": "Detailed account of the issue", "example": "Detailed description of the issue..."}}, "type": "object", "required": ["issuetype", "summary", "description"], "title": "IssueRequestSchema"}, "IssueResponseSchema": {"properties": {"id": {"type": "string", "title": "Id"}, "key": {"type": "string", "title": "Key"}, "fields": {"$ref": "#/components/schemas/FieldsResponseSchema"}}, "type": "object", "required": ["id", "key", "fields"], "title": "IssueResponseSchema"}, "IssueTypeResponseSchema": {"properties": {"name": {"type": "string", "title": "Name"}}, "type": "object", "required": ["name"], "title": "IssueTypeResponseSchema"}, "MlflowRunMetrics": {"properties": {"name": {"type": "string", "title": "Name"}, "status": {"type": "string", "enum": ["FINISHED", "NOT_FOUND", "ERROR", "RUNNING"], "title": "Status"}, "epochs": {"type": "string", "title": "Epochs"}, "metrics": {"items": {"additionalProperties": true, "type": "object"}, "type": "array", "title": "Metrics"}}, "type": "object", "required": ["name", "status", "epochs", "metrics"], "title": "MlflowRunMetrics", "description": "Model for storing metrics of a single run in MLflow.\n\nAttributes\n----------\nname : str\n A name for the run derived from info.run_name.\nstatus : {'FINISHED', 'NOT_FOUND', 'ERROR', 'RUNNING'}\n The current status of the run, represented as a literal type.\n 'FINISHED' - Run has completed succesfully\n 'NOT_FOUND' - Run not created in the database\n 'ERROR' - Run encountered error while runnning\n 'RUNNING' - Run is currently running\nepochs : str\n The number of epochs the model has been trained.\nmetrics : list of dict\n A list of metrics associated with the current run. Each dictionary contains metric details.\n\nRaises\n------\nValueError\n If the `status` is not one of the expected values ('FINISHED', 'NOT_FOUND', 'ERROR', 'RUNNING')\n or if required attributes are missing.\n\nExamples\n--------\n>>> run_metrics = MlflowRunMetrics(\n... name='Test',\n... status='FINISHED',\n... epochs='1',\n... metrics=[{\"accuracy\": 0.95, \"loss\": 0.05}],\n... )\n>>> run_metrics.status\n'FINISHED'"}, "ModelBaseParams": {"properties": {"num_layers": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Num Layers", "description": "", "default": 12}, "patch_size": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Patch Size"}, "embed_dim": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Embed Dim", "description": "", "default": 768}, "num_heads": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Num Heads", "description": "", "default": 12}, "tubelet_size": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Tubelet Size", "description": "", "default": 1}, "tile_size": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Tile Size"}, "head_channel_list": {"anyOf": [{"items": {}, "type": "array"}, {"type": "null"}], "title": "Head Channel List", "default": [256]}, "pretrained_weights_path": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Pretrained Weights Path"}, "pretrained_model_name": {"type": "string", "title": "Pretrained Model Name"}}, "type": "object", "title": "ModelBaseParams", "description": "A class to define the base parameters for a model architecture.\n\nAttributes\n----------\nnum_layers : Optional[int]\n The number of layers in the model. Defaults to 12.\npatch_size : Optional[int]\n The size of the patches to be processed by the model. Defaults to 16.\nembed_dim : Optional[int]\n The dimensionality of the embedding space. Defaults to 768.\nnum_heads : Optional[int]\n The number of attention heads in the model. Defaults to 12.\ntubelet_size : Optional[int]\n The size of the tubelets (if applicable). Defaults to 1.\ntile_size : Optional[int]\n The size of the tiles used in processing. Defaults to 224.\nhead_channel_list : Optional[List[int]]\n A list of channels for each head in the model. Defaults to [256].\npretrained_weights_path : Optional[str]\n The file path to the pretrained weights. Defaults to \"/files/pre-trained/...\".\n\nExamples\n--------\n>>> params = ModelBaseParams()\n>>> print(params)\nModelBaseParams(num_layers=12, patch_size=16, embed_dim=768, num_heads=12,\n tubelet_size=1, tile_size=224, head_channel_list=[256],\n pretrained_weights_path='/files/pre-trained/...')\n\n>>> custom_params = ModelBaseParams(num_layers=24, embed_dim=512,\n... head_channel_list=[128, 256])\n>>> print(custom_params)\nModelBaseParams(num_layers=24, patch_size=16, embed_dim=512, num_heads=12,\n tubelet_size=1, tile_size=224, head_channel_list=[128, 256],\n pretrained_weights_path='/files/pre-trained/...')"}, "ModelCategory": {"type": "string", "enum": ["terramind", "prithvi", "clay", "dofa", "resnet", "convnext"], "title": "ModelCategory"}, "ModelCreateInput": {"properties": {"display_name": {"type": "string", "title": "Display Name"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description"}, "model_url": {"anyOf": [{"type": "string", "maxLength": 2083, "minLength": 1, "format": "uri"}, {"type": "null"}], "title": "Model Url"}, "pipeline_steps": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Pipeline Steps"}, "geoserver_push": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Geoserver Push"}, "model_input_data_spec": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Model Input Data Spec"}, "postprocessing_options": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Postprocessing Options"}, "sharable": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Sharable", "default": false}, "model_onboarding_config": {"anyOf": [{"$ref": "#/components/schemas/ModelOnboardingInputSchema"}, {"type": "null"}]}, "latest": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Latest"}, "version": {"anyOf": [{"type": "number"}, {"type": "null"}], "title": "Version", "default": 1.0}}, "type": "object", "required": ["display_name"], "title": "ModelCreateInput"}, "ModelFramework": {"type": "string", "enum": ["terratorch-v2", "terratorch", "mmseg", "pytorch"], "title": "ModelFramework"}, "ModelGetResponse": {"properties": {"display_name": {"type": "string", "title": "Display Name"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description"}, "model_url": {"anyOf": [{"type": "string", "maxLength": 2083, "minLength": 1, "format": "uri"}, {"type": "null"}], "title": "Model Url"}, "pipeline_steps": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Pipeline Steps"}, "geoserver_push": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Geoserver Push"}, "model_input_data_spec": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Model Input Data Spec"}, "postprocessing_options": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Postprocessing Options"}, "sharable": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Sharable", "default": false}, "model_onboarding_config": {"anyOf": [{"$ref": "#/components/schemas/ModelOnboardingInputSchema"}, {"type": "null"}]}, "latest": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Latest", "default": true}, "version": {"anyOf": [{"type": "number"}, {"type": "null"}], "title": "Version", "default": 1.0}, "internal_name": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Internal Name", "description": "Internal name for the model, generated automatically based on display_name."}, "id": {"type": "string", "format": "uuid", "title": "Id"}, "active": {"type": "boolean", "title": "Active"}, "created_by": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Created By", "default": ""}, "created_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Created At"}, "updated_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Updated At"}, "status": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Status"}}, "type": "object", "required": ["display_name", "id", "active", "status"], "title": "ModelGetResponse"}, "ModelListResponse": {"properties": {"total_records": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Total Records", "default": 0}, "page_count": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Page Count"}, "results": {"anyOf": [{"items": {"$ref": "#/components/schemas/ModelGetResponse"}, "type": "array"}, {"type": "null"}], "title": "Results", "default": []}}, "type": "object", "title": "ModelListResponse"}, "ModelOnboardingInputSchema": {"properties": {"fine_tuned_model_id": {"type": "string", "maxLength": 100, "title": "Fine Tuned Model Id", "description": ""}, "model_configs_url": {"type": "string", "title": "Model Configs Url", "description": "Presigned url model config file."}, "model_checkpoint_url": {"type": "string", "title": "Model Checkpoint Url", "description": "Presigned url to model checkpoint file."}}, "type": "object", "title": "ModelOnboardingInputSchema"}, "ModelUpdateInput": {"properties": {"display_name": {"type": "string", "title": "Display Name"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description"}, "model_url": {"anyOf": [{"type": "string", "maxLength": 2083, "minLength": 1, "format": "uri"}, {"type": "null"}], "title": "Model Url"}, "pipeline_steps": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Pipeline Steps"}, "geoserver_push": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Geoserver Push"}, "model_input_data_spec": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Model Input Data Spec"}, "postprocessing_options": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Postprocessing Options"}, "sharable": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Sharable", "default": false}, "model_onboarding_config": {"anyOf": [{"$ref": "#/components/schemas/ModelOnboardingInputSchema"}, {"type": "null"}]}, "latest": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Latest"}}, "type": "object", "required": ["display_name"], "title": "ModelUpdateInput"}, "ModelUseCaseListResponse": {"properties": {"total_records": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Total Records", "default": 0}, "page_count": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Page Count"}, "results": {"items": {"$ref": "#/components/schemas/ModelUseCaseResponse"}, "type": "array", "title": "Results", "default": []}}, "type": "object", "title": "ModelUseCaseListResponse"}, "ModelUseCaseNestedModelStyle": {"properties": {"id": {"type": "string", "format": "uuid", "title": "Id"}, "name": {"type": "string", "title": "Name"}, "scaled_bands": {"anyOf": [{"items": {}, "type": "array"}, {"type": "null"}], "title": "Scaled Bands"}, "resolution": {"anyOf": [{"type": "number"}, {"type": "null"}], "title": "Resolution"}, "data_type": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Data Type"}, "asset_categories": {"anyOf": [{"items": {}, "type": "array"}, {"type": "null"}], "title": "Asset Categories", "default": []}, "base_style": {"type": "string", "title": "Base Style"}, "asset_style": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Asset Style"}}, "type": "object", "required": ["id", "name", "base_style"], "title": "ModelUseCaseNestedModelStyle"}, "ModelUseCaseRequestSchema": {"properties": {"name": {"type": "string", "maxLength": 63, "title": "Name"}, "model_style_id": {"type": "string", "format": "uuid", "title": "Model Style Id"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description"}, "rest_endpoint": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Rest Endpoint"}, "grpc_endpoint": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Grpc Endpoint"}, "internal_grpc_endpoint": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Internal Grpc Endpoint"}, "scaled_bands": {"anyOf": [{"items": {}, "type": "array"}, {"type": "null"}], "title": "Scaled Bands"}, "resolution": {"anyOf": [{"type": "number"}, {"type": "null"}], "title": "Resolution"}, "scaling_factor": {"anyOf": [{"type": "number"}, {"type": "null"}], "title": "Scaling Factor"}, "sharable": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Sharable", "default": false}, "collections": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Collections", "example": {"L30": {"1": "B02", "4": "B05"}}}, "extra_info": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Extra Info", "default": {"model_framework": "terratorch"}}}, "type": "object", "required": ["model_style_id"], "title": "ModelUseCaseRequestSchema"}, "ModelUseCaseResponse": {"properties": {"id": {"type": "string", "format": "uuid", "title": "Id"}, "active": {"type": "boolean", "title": "Active"}, "created_by": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Created By", "default": ""}, "created_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Created At"}, "updated_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Updated At"}, "name": {"type": "string", "title": "Name"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description"}, "rest_endpoint": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Rest Endpoint"}, "grpc_endpoint": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Grpc Endpoint"}, "internal_grpc_endpoint": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Internal Grpc Endpoint"}, "scaled_bands": {"anyOf": [{"items": {}, "type": "array"}, {"type": "null"}], "title": "Scaled Bands"}, "resolution": {"anyOf": [{"type": "number"}, {"type": "null"}], "title": "Resolution"}, "scaling_factor": {"anyOf": [{"type": "number"}, {"type": "null"}], "title": "Scaling Factor"}, "sharable": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Sharable", "default": false}, "model_style": {"anyOf": [{"$ref": "#/components/schemas/ModelUseCaseNestedModelStyle"}, {"type": "null"}]}, "collections": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Collections"}, "extra_info": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Extra Info"}}, "type": "object", "required": ["id", "active", "name"], "title": "ModelUseCaseResponse"}, "ModelUseCaseStatusResponse": {"properties": {"id": {"type": "string", "format": "uuid", "title": "Id"}, "name": {"type": "string", "title": "Name"}, "status": {"type": "string", "title": "Status"}, "fine_tuned_model_id": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Fine Tuned Model Id"}, "model_configs_url": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Model Configs Url"}, "model_checkpoint_url": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Model Checkpoint Url"}, "model_onboarding_token": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Model Onboarding Token"}, "onbording_message": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Onbording Message"}}, "type": "object", "required": ["id", "name", "status"], "title": "ModelUseCaseStatusResponse"}, "NotificationCreate": {"properties": {"event_id": {"type": "string", "format": "uuid", "title": "Event Id", "description": "An identifier generated for every event when an inference job is started."}, "detail_type": {"type": "string", "title": "Detail Type", "description": "Describes the nature of the event.", "example": "Inference:Task:Notifications"}, "source": {"type": "string", "title": "Source", "description": "Identifies the service that generated the webhook event.", "example": "com.ibm.prithvi-100m-hls2-flood-segmentation"}, "timestamp": {"type": "string", "format": "date-time", "title": "Timestamp", "description": "The event timestamp specified by the service generating the event.", "example": "2023-08-13T16:31:47Z"}, "detail": {"additionalProperties": true, "type": "object", "title": "Detail", "description": "JSON object with information about the event."}, "inference_id": {"anyOf": [{"type": "string", "format": "uuid"}, {"type": "null"}], "title": "Inference Id"}}, "type": "object", "required": ["event_id", "detail_type", "source", "timestamp", "detail"], "title": "NotificationCreate"}, "NotificationGetResponse": {"properties": {"id": {"anyOf": [{"type": "string", "format": "uuid"}, {"type": "null"}], "title": "Id"}, "detail": {"anyOf": [{"$ref": "#/components/schemas/InferenceWebhookMessageDetails"}, {"type": "null"}], "default": {}}, "source": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Source"}, "detail_type": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Detail Type"}, "timestamp": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Timestamp"}, "event_id": {"type": "string", "format": "uuid", "title": "Event Id", "description": "An identifier generated for every event when an inference job is started."}}, "type": "object", "required": ["event_id"], "title": "NotificationGetResponse"}, "NotificationListResponse": {"properties": {"total_records": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Total Records", "default": 0}, "page_count": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Page Count"}, "results": {"items": {"$ref": "#/components/schemas/NotificationGetResponse"}, "type": "array", "title": "Results", "default": []}}, "type": "object", "title": "NotificationListResponse"}, "OnboardModelRequest": {"properties": {"model_framework": {"anyOf": [{"$ref": "#/components/schemas/ModelFramework"}, {"type": "null"}], "description": "Options: [mmseg|terratorch|terratorch-v2|pytorch]", "default": "terratorch"}, "model_id": {"type": "string", "title": "Model Id", "description": "Identifier for the model"}, "model_name": {"type": "string", "title": "Model Name", "description": "Identifier for the model"}, "model_configs_url": {"type": "string", "minLength": 1, "format": "uri", "title": "Model Configs Url", "description": "Presigned URL for the model configuration file"}, "model_checkpoint_url": {"type": "string", "minLength": 1, "format": "uri", "title": "Model Checkpoint Url", "description": "Presigned URL for the model checkpoint file"}, "deployment_type": {"anyOf": [{"$ref": "#/components/schemas/DeploymentType"}, {"type": "null"}], "description": "Deployment type: cpu, gpu", "default": "gpu"}, "resources": {"anyOf": [{"$ref": "#/components/schemas/CPUResourceConfig"}, {"type": "null"}], "description": "CPU and memory resources"}, "gpu_resources": {"anyOf": [{"$ref": "#/components/schemas/GPUResourceConfig"}, {"type": "null"}], "description": "GPU resources (only for GPU deployment)"}, "inference_container_image": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Inference Container Image", "description": "Optional custom docker image to be used for deployment"}}, "type": "object", "required": ["model_id", "model_name", "model_configs_url", "model_checkpoint_url"], "title": "OnboardModelRequest"}, "PostProcessing": {"properties": {"cloud_masking": {"anyOf": [{"type": "boolean"}, {"type": "string"}, {"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Cloud Masking"}, "snow_ice_masking": {"anyOf": [{"type": "boolean"}, {"type": "string"}, {"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Snow Ice Masking"}, "permanent_water_masking": {"anyOf": [{"type": "boolean"}, {"type": "string"}, {"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Permanent Water Masking"}, "ocean_masking": {"anyOf": [{"type": "boolean"}, {"type": "string"}, {"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Ocean Masking"}}, "additionalProperties": true, "type": "object", "title": "PostProcessing"}, "SpatialDomain": {"properties": {"bbox": {"anyOf": [{"items": {"items": {"type": "number"}, "type": "array"}, "type": "array"}, {"type": "null"}], "title": "Bbox"}, "polygons": {"anyOf": [{"items": {}, "type": "array"}, {"type": "null"}], "title": "Polygons"}, "tiles": {"anyOf": [{"items": {}, "type": "array"}, {"type": "null"}], "title": "Tiles"}, "urls": {"anyOf": [{"items": {}, "type": "array"}, {"type": "null"}], "title": "Urls"}}, "type": "object", "title": "SpatialDomain"}, "StatusResponseSchema": {"properties": {"name": {"type": "string", "title": "Name"}}, "type": "object", "required": ["name"], "title": "StatusResponseSchema"}, "TaskCreate": {"properties": {"inference_id": {"type": "string", "format": "uuid", "title": "Inference Id"}, "task_id": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Task Id"}, "inference_folder": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Inference Folder"}, "status": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Status", "default": "PENDING"}, "pipeline_steps": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Pipeline Steps"}}, "type": "object", "required": ["inference_id"], "title": "TaskCreate"}, "TaskIn": {"properties": {"name": {"type": "string", "title": "Name"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description"}, "purpose": {"anyOf": [{"$ref": "#/components/schemas/TaskPurposeEnum"}, {"type": "null"}], "description": "The use case for this task", "default": "Segmentation"}, "content": {"type": "string", "title": "Content", "description": "Base64 encoded string of a fine-tuning yaml template."}, "model_params": {"anyOf": [{}, {"type": "null"}], "title": "Model Params", "default": {}}, "extra_info": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Extra Info", "description": "Extra params e.g {'runtime_image': 'us.icr.io/gfmaas/geostudio-ft-deploy:v3'}", "default": {"runtime_image": ""}}, "dataset_id": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Dataset Id"}}, "type": "object", "required": ["name", "content"], "title": "TaskIn", "description": "Model for input parameters to create a new task.\n\nAttributes\n----------\nname : str\n The name of the task. This field is required.\ndescription : str, optional\n A brief description of the task. Defaults to None.\ncontent : str\n A Base64 encoded string representing a fine-tuning YAML template.\nmodel_params : Any, optional\n Parameters for the model associated with the task. Defaults to an empty dictionary.\nextra_info : dict, optional\n Additional parameters for the task, such as runtime image information used to run the Tune task.\n Defaults to {'runtime_image': ''}.\ndataset_id: str, optional\n Dataset ID for the created task\n\nRaises\n------\nValueError\n If the `content` field is not a valid Base64 encoded string or if the `name` field is empty.\n\nExamples\n--------\n>>> task_input = TaskIn(\n... name='My Fine-tuning Task',\n... description='Task for fine-tuning a model.',\n... content='c29tZSBCYXNlNjQgc3RyaW5n',\n... model_params={\"param1\": \"value1\"},\n... extra_info={\"runtime_image\": \"us.icr.io/gfmaas/geostudio-ft-deploy:v3\"}\n... )\n>>> task_input.name\n'My Fine-tuning Task'"}, "TaskOut": {"properties": {"id": {"type": "string", "format": "uuid", "title": "Id"}, "active": {"type": "boolean", "title": "Active"}, "created_by": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Created By", "default": ""}, "created_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Created At"}, "updated_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Updated At"}, "name": {"type": "string", "title": "Name"}, "description": {"type": "string", "title": "Description"}, "purpose": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Purpose"}, "model_params": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "string"}, {"type": "null"}], "title": "Model Params", "default": {}}, "extra_info": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Extra Info"}}, "type": "object", "required": ["id", "active", "name", "description"], "title": "TaskOut", "description": "Response model for a tuning task.\n\nAttributes\n----------\nname : str\n The name of the tuning task.\ndescription : str\n A description of the tuning job.\nmodel_params : dict or str, optional\n Parameters for the model associated with the tuning task. Defaults to an empty dictionary.\n\nRaises\n------\nValueError\n If any required fields are not provided or if they contain invalid values.\n\nExamples\n--------\n>>> task_out = TaskOut(name=\"some_name\", description=\"some description\")\n>>> task_out.name\n\"some_name\""}, "TaskPurposeEnum": {"type": "string", "enum": ["Regression", "Segmentation", "Other", "Multimodal"], "title": "TaskPurposeEnum"}, "TasksOut": {"properties": {"total_records": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Total Records", "default": 0}, "page_count": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Page Count"}, "results": {"items": {"$ref": "#/components/schemas/TasksOutRecord"}, "type": "array", "title": "Results"}}, "type": "object", "required": ["results"], "title": "TasksOut", "description": "Response Model for Tasks list\n\nAttributes\n----------\nListResponse : list of TasksOutRecord\n List of tuning tasks\n\nExamples\n--------\n>>> tune_tasks_response = TasksOut(results=[TasksOutRecord(name='Task 1', description='First tuning task')])\n>>> tune_tasks_response.results[0].name\n'Task 1'"}, "TasksOutRecord": {"properties": {"id": {"type": "string", "format": "uuid", "title": "Id"}, "active": {"type": "boolean", "title": "Active"}, "created_by": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Created By", "default": ""}, "created_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Created At"}, "updated_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Updated At"}, "name": {"type": "string", "title": "Name"}, "description": {"type": "string", "title": "Description"}, "purpose": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Purpose"}, "extra_info": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Extra Info"}}, "type": "object", "required": ["id", "active", "name", "description"], "title": "TasksOutRecord", "description": "Response model for a tuning task record.\n\nAttributes\n----------\nname : str\n The name of the tuning task record.\ndescription : str\n A description of the tuning job.\nRaises\n------\nValueError\n If any required fields are not provided or if they contain invalid values.\n\nExamples\n--------\n>>> task_out_record = TasksOutRecord(name=\"some_name\", description=\"some description\")\n>>> task_out_record.name\n\"some_name\""}, "TryOutTuneInput": {"properties": {"model_display_name": {"type": "string", "title": "Model Display Name", "default": ""}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description", "default": "try-out"}, "location": {"type": "string", "title": "Location"}, "geoserver_layers": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Geoserver Layers"}, "spatial_domain": {"$ref": "#/components/schemas/SpatialDomain"}, "temporal_domain": {"items": {"type": "string"}, "type": "array", "title": "Temporal Domain"}, "model_input_data_spec": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Model Input Data Spec"}, "data_connector_config": {"anyOf": [{"items": {"$ref": "#/components/schemas/DataSource"}, "type": "array"}, {"type": "null"}], "title": "Data Connector Config"}, "geoserver_push": {"anyOf": [{"items": {"$ref": "#/components/schemas/GeoServerPush"}, "type": "array"}, {"type": "null"}], "title": "Geoserver Push"}, "post_processing": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Post Processing"}, "maxcc": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Maxcc", "default": 100}}, "type": "object", "required": ["location", "spatial_domain", "temporal_domain"], "title": "TryOutTuneInput"}, "TuneAndInferenceModel": {"properties": {"id": {"type": "string", "title": "Id"}, "name": {"type": "string", "title": "Name"}, "status": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Status", "default": ""}, "shared": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Shared", "default": false}, "description": {"type": "string", "title": "Description"}, "model_type": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Model Type", "default": ""}, "active_": {"type": "boolean", "title": "Active"}, "created_by_": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Created By", "default": ""}, "created_at_": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Created At"}, "updated_at_": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Updated At"}}, "type": "object", "required": ["id", "name", "description", "active_"], "title": "TuneAndInferenceModel", "description": "Combined response model for tunes and inference models.\n\nAttributes\n----------\nid : str\n A unique identifier for tune or inference model.\nname : str\n The name of the tune or inference model.\nstatus : str, optional\n The current status of the tune or inference model. Defaults to an empty string.\nshared: bool\n Whether the tune/model is sharable accross users. Defaults to False.\ndescription : str\n A description of the tune or inference model.\nmodel_type : str, optional\n Whether it is a tune or inference model. Defaults to an empty string.\n\nRaises\n------\nValueError\n If any required fields are not provided or if they contain invalid values.\n\nExamples\n--------\n>>> tunes_model_response = TuneAndInferenceModel(id='123', name='Tuning Job 1', description='Description of the job')\n>>> tunes_model_response.status\n''"}, "TuneBaseModel": {"properties": {"id": {"type": "string", "format": "uuid", "title": "Id"}, "name": {"type": "string", "title": "Name"}}, "type": "object", "required": ["id", "name"], "title": "TuneBaseModel", "description": "Model for the Tune BaseModel\n\nAttributes\n----------\nid : uuid.UUID\n The unique identifier of the TuneBaseModel, generated using `uuid.uuid4()`.\nname : str\n The name of the TuneBaseModel\n\nRaises\n------\nValueError\n If any required fields are not provided or if they contain invalid values.\n\nExamples\n--------\n>>> tunes_base_model = TuneBaseModel(id=\"123\",name=\"some_name\")\n>>> tunes_base_model.name\n'some_name'"}, "TuneDownloadOut": {"properties": {"id": {"type": "string", "title": "Id"}, "name": {"type": "string", "title": "Name"}, "description": {"type": "string", "title": "Description"}, "config_url": {"type": "string", "title": "Config Url"}, "checkpoint_url": {"type": "string", "title": "Checkpoint Url"}}, "type": "object", "required": ["id", "name", "description", "config_url", "checkpoint_url"], "title": "TuneDownloadOut", "description": "Model for downloading Tune resources.\n\nAttributes\n----------\nid : str\n A unique identifier for the Tune.\nname : str\n The name of the Tune.\ndescription : str\n A brief description of the Tune.\nconfig_url : str\n Presigned COS URL to download the configuration file associated with the Tune.\ncheckpoint_url : str\n Presigned COS URL to download the checkpoint file associated with the Tune.\n\nRaises\n------\nValueError\n If any of the URLs are not valid or if required attributes are missing.\n\nExamples\n--------\n>>> tune_download = TuneDownloadOut(\n... id='tune_001',\n... name='Tune 1',\n... description='Downloadable resources for Tune 1',\n... config_url='https://s3.com/config/tune_001.json',\n... checkpoint_url='https://s3.com/checkpoints/tune_001.ckpt'\n... )\n>>> tune_download.name\n'Tuning Job 1'"}, "TuneOut": {"properties": {"id": {"type": "string", "title": "Id"}, "active": {"type": "boolean", "title": "Active"}, "created_by": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Created By", "default": ""}, "created_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Created At"}, "updated_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Updated At"}, "name": {"type": "string", "title": "Name"}, "description": {"type": "string", "title": "Description"}, "task": {"anyOf": [{"$ref": "#/components/schemas/TuneTask"}, {"type": "null"}]}, "dataset_id": {"type": "string", "title": "Dataset Id"}, "base_model": {"anyOf": [{"$ref": "#/components/schemas/TuneBaseModel"}, {"type": "null"}]}, "mcad_id": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Mcad Id", "default": ""}, "status": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Status", "default": ""}, "latest_chkpt": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Latest Chkpt", "default": ""}, "logs": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Logs", "default": ""}, "metrics": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Metrics", "default": ""}, "shared": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Shared", "default": false}}, "type": "object", "required": ["id", "active", "name", "description", "dataset_id"], "title": "TuneOut", "description": "Response model for tuning jobs.\n\nAttributes\n----------\nid : str\n A unique identifier for the tuning job.\nname : str\n The name of the tuning job.\ndescription : str\n A description of the tuning job.\ntask : TuneTask, optional\n The associated task for the tuning job. Defaults to None.\ndataset : TuneDataset, optional\n The dataset used for the tuning job. Defaults to None.\nbase_model : TuneBaseModel, optional\n The base model used for the tuning job. Defaults to None.\nmcad_id : str, optional\n Identifier for the MCAD job. Defaults to an empty string. TODO: Change this to k8_job_id\nstatus : str, optional\n The current status of the tuning job. Defaults to an empty string.\nlatest_chkpt : str, optional\n The filename of the latest checkpoint for the tuning job. Defaults to an empty string.\n\nRaises\n------\nValueError\n If any required fields are not provided or if they contain invalid values.\n\nExamples\n--------\n>>> tune_job = TuneOut(id='123', name='Tuning Job 1', description='Description of the job')\n>>> tune_job.status\n''"}, "TuneStatusOut": {"properties": {"id": {"type": "string", "title": "Id"}, "active": {"type": "boolean", "title": "Active"}, "created_by": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Created By", "default": ""}, "created_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Created At"}, "updated_at": {"anyOf": [{"type": "string", "format": "date-time"}, {"type": "null"}], "title": "Updated At"}, "name": {"type": "string", "title": "Name"}, "description": {"type": "string", "title": "Description"}, "task": {"anyOf": [{"$ref": "#/components/schemas/TuneTask"}, {"type": "null"}]}, "dataset_id": {"type": "string", "title": "Dataset Id"}, "base_model": {"anyOf": [{"$ref": "#/components/schemas/TuneBaseModel"}, {"type": "null"}]}, "mcad_id": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Mcad Id", "default": ""}, "status": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Status", "default": ""}, "latest_chkpt": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Latest Chkpt", "default": ""}, "logs": {"anyOf": [{}, {"type": "null"}], "title": "Logs"}, "metrics": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Metrics", "default": []}, "shared": {"anyOf": [{"type": "boolean"}, {"type": "null"}], "title": "Shared", "default": false}, "config_json": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Config Json", "default": {}}, "progress": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Progress"}, "logs_presigned_url": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Logs Presigned Url"}, "tuning_config": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Tuning Config"}, "tuning_config_presigned_url": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Tuning Config Presigned Url"}, "train_options": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Train Options", "default": {}}, "tune_template_id": {"anyOf": [{"type": "string", "format": "uuid"}, {"type": "null"}], "title": "Tune Template Id"}, "model_parameters": {"anyOf": [{}, {"type": "null"}], "title": "Model Parameters", "default": {}}}, "type": "object", "required": ["id", "active", "name", "description", "dataset_id"], "title": "TuneStatusOut", "description": "Response model for tuning job status.\n\nAttributes\n----------\nconfig_json : dict, optional\n JSON configuration for the tuning job. Defaults to an empty dictionary.\nprogress : dict, optional\n Progress of the tuning job. Defaults to None and is validated before use.\nmetrics : list of dict, optional\n Metrics related to the tuning job. Defaults to an empty list and is validated before use.\nlogs : Any, optional\n Logs associated with the tuning job. Defaults to None.\nlogs_presigned_url : str, optional\n Presigned COS URL for accessing logs. Defaults to None.\ntuning_config: str, optional\n Tuning config associated with the tuning job. Defaults to None.\ntuning_config_presigned_url: str, optional\n Presigned COS URL for accessing the tuning config used for the tune. Defaults to None.\ntune_template_id:\n A unique identifier for the tune template.\nmodel_parameters : dict, optional\n Tune parameters. Defaults to empty dictionary.\n\nRaises\n------\nValueError\n If the `progress` or `metrics` fields cannot be parsed into valid JSON objects.\n\nExamples\n--------\n>>> tune_status = TuneStatusOut(\n... id='123',\n... name='Tuning Job 1',\n... description='Description of the job',\n... progress='{\"total_iterations\": 10, \"complete_iterations\": 5}',\n... metrics='[{\"accuracy\": 0.85}]'\n... )\n>>> tune_status.progress\n{'total_iterations': 10, 'complete_iterations': 5}\n>>> tune_status.metrics\n[{'accuracy': 0.85}]"}, "TuneSubmitIn": {"properties": {"name": {"type": "string", "maxLength": 30, "minLength": 4, "title": "Name", "description": "Alphanumeric, no special characters or spaces"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description"}, "dataset_id": {"type": "string", "title": "Dataset Id"}, "base_model_id": {"anyOf": [{"type": "string", "format": "uuid"}, {"type": "null"}], "title": "Base Model Id"}, "tune_template_id": {"type": "string", "format": "uuid", "title": "Tune Template Id"}, "model_parameters": {"anyOf": [{}, {"type": "null"}], "title": "Model Parameters", "default": {}}, "train_options": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Train Options", "description": "Define options for training", "default": {}}}, "type": "object", "required": ["name", "dataset_id", "tune_template_id"], "title": "TuneSubmitIn", "description": "Schema for tune submission."}, "TuneSubmitOut": {"properties": {"tune_id": {"type": "string", "title": "Tune Id"}, "mcad_id": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Mcad Id"}, "status": {"type": "string", "enum": ["Pending", "Submitted", "In_progress", "Failed", "Finished", "Error"], "title": "Status"}, "message": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Message"}}, "type": "object", "required": ["tune_id", "status"], "title": "TuneSubmitOut", "description": "Model for the output of a tuning job submission.\n\nAttributes\n----------\ntune_id : str\n A unique identifier for the submitted tuning job.\nmcad_id : str, optional\n Identifier for the MCAD. Defaults to None.\nstatus : {'Pending', 'Submitted', 'In_progress', 'Failed', 'Finished', 'Error'}\n The current status of the tuning job submission, represented as a literal type.\n 'Pending' - Tune is yet to be submitted to the Kubernetes job\n 'Submitted' - Tune has been submitted to the Kubernetes job\n 'In_progress' - Tune is currently running\n 'Failed' - Tune encountered an error while running\n 'Error' - Tune never started running due to some error\nmessage : dict, optional\n Additional information or error messages associated with the submission. Defaults to None.\n\nRaises\n------\nValueError\n If the `status` is not one of the expected values\n ('Pending', 'Submitted', 'In_progress', 'Failed', 'Finished', 'Error').\n\nExamples\n--------\n>>> tune_submission = TuneSubmitOut(\n... tune_id='tune_001',\n... mcad_id='mcad_001',\n... status='Pending',\n... message={\"info\": \"Submission is being processed.\"}\n... )\n>>> tune_submission.status\n'Pending'"}, "TuneTask": {"properties": {"id": {"type": "string", "format": "uuid", "title": "Id"}, "name": {"type": "string", "title": "Name"}}, "type": "object", "required": ["id", "name"], "title": "TuneTask", "description": "Model for the Tune Task\n\nAttributes\n----------\nid : uuid.UUID\n The unique identifier of the TuneTask, generated using `uuid.uuid4()`.\nname : str\n The name of the TuneTask\n\nRaises\n------\nValueError\n If any required fields are not provided or if they contain invalid values.\n\n Examples\n--------\n>>> tunes_task = TuneTask(id=\"123\",name=\"some_name\")\n>>> tunes_task.name\n'some_name'"}, "TuneUpdateIn": {"properties": {"name": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Name"}, "description": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Description"}, "train_options": {"anyOf": [{"additionalProperties": true, "type": "object"}, {"type": "null"}], "title": "Train Options", "default": {}}}, "type": "object", "title": "TuneUpdateIn", "description": "Model for updating tuning job details.\n\nAttributes\n----------\nname : str, optional\n The name of the tuning job. Defaults to None.\ndescription : str, optional\n A description of the tuning job. Defaults to None.\n\nRaises\n------\nValueError\n If both `name` and `description` are None and an update is attempted.\n\nExamples\n--------\n>>> update_info = TuneUpdateIn(name='Updated Tune Job', description='Updated description')\n>>> update_info.name\n'Updated Tune Job'"}, "TunedModelMlflowMetrics": {"properties": {"id": {"type": "string", "title": "Id"}, "status": {"type": "string", "enum": ["FINISHED", "NOT_FOUND", "ERROR", "RUNNING"], "title": "Status"}, "runs": {"items": {"$ref": "#/components/schemas/MlflowRunMetrics"}, "type": "array", "title": "Runs"}, "details": {"type": "string", "title": "Details"}}, "type": "object", "required": ["id", "status", "runs", "details"], "title": "TunedModelMlflowMetrics", "description": "Model for storing metrics of tuned models in MLflow.\n\nAttributes\n----------\nid : str\n A unique identifier for the tuned model.\nstatus : {'FINISHED', 'NOT_FOUND', 'ERROR', 'RUNNING'}\n The current status of the tuned model, represented as a literal type.\n 'FINISHED' - Tune has completed succesfully\n 'NOT_FOUND' - Tune not created in the database\n 'ERROR' - Tune encountered error while runnning\n 'RUNNING' - Tune is currently running\nruns: list of dict\n A list of MlflowRunMetrics associated with the current tune.\ndetails : str\n Additional details about the tuned model.\n\nRaises\n------\nValueError\n If the `status` is not one of the expected values ('FINISHED', 'NOT_FOUND', 'ERROR', 'RUNNING')\n or if required attributes are missing.\n\nExamples\n--------\n>>> model_metrics = TunedModelMlflowMetrics(\n... id='model_123',\n... status='FINISHED',\n... runs=MlflowRunMetrics(\n... name='Test',\n... status='FINISHED',\n... epochs='1',\n... metrics=[{\"accuracy\": 0.95, \"loss\": 0.05}],\n... )\n... details='Trained on dataset XYZ'\n... )\n>>> model_metrics.status\n'FINISHED'"}, "TunesAndInferenceModels": {"properties": {"total_records": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Total Records", "default": 0}, "page_count": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Page Count"}, "results": {"items": {"$ref": "#/components/schemas/TuneAndInferenceModel"}, "type": "array", "title": "Results"}}, "type": "object", "required": ["results"], "title": "TunesAndInferenceModels", "description": "Response Model for Tunes And Inference Models list\n\nAttributes\n----------\nListResponse : list of TuneAndInferenceModel\n List of tunes and inference model\n\nExamples\n--------\n>>> tunes_model_response = TunesAndInferenceModels(results=[TuneAndInferenceModel(id='1', name='Tune and Inference Model Job 1', description='First tuning job')])\n>>> tunes_model_response.results[0].name\n'Tune and Inference Model Job 1'"}, "TunesOut": {"properties": {"total_records": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Total Records", "default": 0}, "page_count": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Page Count"}, "results": {"items": {"$ref": "#/components/schemas/TuneOut"}, "type": "array", "title": "Results"}}, "type": "object", "required": ["results"], "title": "TunesOut", "description": "Response Model for Tunes list\n\nAttributes\n----------\nListResponse : list of TuneOut\n List of tunes\n\nExamples\n--------\n>>> tunes_response = TunesOut(results=[TuneOut(id='1', name='Tune Job 1', description='First tuning job')])\n>>> tunes_response.results[0].name\n'Tune Job 1'"}, "UploadTuneInput": {"properties": {"name": {"type": "string", "title": "Name"}, "description": {"type": "string", "title": "Description"}, "tune_config_url": {"type": "string", "title": "Tune Config Url"}, "tune_checkpoint_url": {"type": "string", "title": "Tune Checkpoint Url"}, "model_input_data_spec": {"anyOf": [{"items": {"additionalProperties": true, "type": "object"}, "type": "array"}, {"type": "null"}], "title": "Model Input Data Spec"}, "data_connector_config": {"anyOf": [{"items": {"$ref": "#/components/schemas/DataSource"}, "type": "array"}, {"type": "null"}], "title": "Data Connector Config"}}, "type": "object", "required": ["name", "description", "tune_config_url", "tune_checkpoint_url"], "title": "UploadTuneInput"}, "ValidationError": {"properties": {"loc": {"items": {"anyOf": [{"type": "string"}, {"type": "integer"}]}, "type": "array", "title": "Location"}, "msg": {"type": "string", "title": "Message"}, "type": {"type": "string", "title": "Error Type"}}, "type": "object", "required": ["loc", "msg", "type"], "title": "ValidationError"}, "gfmstudio__inference__schemas__DataAdvisorRequestSchema": {"properties": {"collections": {"items": {"type": "string"}, "type": "array", "title": "Collections"}, "dates": {"items": {"type": "string"}, "type": "array", "title": "Dates"}, "bbox": {"anyOf": [{"items": {"items": {"type": "number"}, "type": "array"}, "type": "array"}, {"type": "null"}], "title": "Bbox"}, "area_polygon": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Area Polygon"}, "maxcc": {"anyOf": [{"type": "number"}, {"type": "null"}], "title": "Maxcc"}, "pre_days": {"type": "integer", "title": "Pre Days", "default": 1}, "post_days": {"type": "integer", "title": "Post Days", "default": 1}}, "type": "object", "title": "DataAdvisorRequestSchema"}, "gfmstudio__inference__v1__schemas__DataAdvisorRequestSchema": {"properties": {"data_choice": {"type": "string", "title": "Data Choice"}, "date_start": {"type": "string", "title": "Date Start"}, "date_end": {"type": "string", "title": "Date End"}, "bbox": {"anyOf": [{"items": {}, "type": "array"}, {"type": "null"}], "title": "Bbox"}, "area_polygon": {"anyOf": [{"type": "string"}, {"type": "null"}], "title": "Area Polygon"}, "maxcc": {"anyOf": [{"type": "number"}, {"type": "null"}], "title": "Maxcc"}}, "type": "object", "required": ["data_choice", "date_start", "date_end"], "title": "DataAdvisorRequestSchema"}, "gfmstudio__inference__v1__schemas__InferenceListResponse": {"properties": {"total_records": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Total Records", "default": 0}, "page_count": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Page Count"}, "results": {"items": {"$ref": "#/components/schemas/InferenceResponse"}, "type": "array", "title": "Results", "default": []}}, "type": "object", "title": "InferenceListResponse"}, "gfmstudio__inference__v2__schemas__InferenceListResponse": {"properties": {"total_records": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Total Records", "default": 0}, "page_count": {"anyOf": [{"type": "integer"}, {"type": "null"}], "title": "Page Count"}, "results": {"anyOf": [{"items": {"$ref": "#/components/schemas/InferenceGetResponse"}, "type": "array"}, {"type": "null"}], "title": "Results", "default": []}}, "type": "object", "title": "InferenceListResponse"}}, "securitySchemes": {"HTTPBearer": {"type": "http", "scheme": "bearer"}, "APIKeyHeader": {"type": "apiKey", "in": "header", "name": "X-API-Key"}}}, "tags": [{"name": "Studio / Authentication", "description": "Obtain authentication token."}, {"name": "Inference / Models", "description": "View information on models available to user.."}, {"name": "Inference / Inference", "description": "Operations to run inference pipeline."}, {"name": "Inference / Data Sources", "description": "Operations on layers available for an inference."}, {"name": "FineTuning / Tunes"}, {"name": "FineTuning / Templates", "description": "Operations to run inference pipeline."}, {"name": "FineTuning / Datasets"}, {"name": "FineTuning / Base models"}, {"name": "Studio / Files"}, {"name": "Studio / Notifications"}, {"name": "Studio / Feedback"}], "servers": [{"url": "/studio-gateway", "description": "Studio Environment"}]}
diff --git a/geospatial-studio-sdk/scripts/docs.py b/geospatial-studio-sdk/scripts/docs.py
index b62431b..b93ea6b 100644
--- a/geospatial-studio-sdk/scripts/docs.py
+++ b/geospatial-studio-sdk/scripts/docs.py
@@ -17,7 +17,7 @@ def _copy_examples():
dest_dir = "./docs/examples"
if not os.path.exists(dest_dir):
subprocess.run(["mkdir", "-p", dest_dir], text=True, check=True)
- subprocess.run(f"cp -r {examples_dir}/* {dest_dir}/", text=True, check=True, shell=True)
+ subprocess.run(f"rsync -a --exclude='tune-tasks' {examples_dir}/ {dest_dir}/", text=True, check=True, shell=True)
def _fetch_openapi_json(endpoint: str):