added mlflow project

This commit is contained in:
Michal Gulczynski 2024-05-13 23:32:25 +02:00
parent 3fb485b6a2
commit 8c58e1b278
133 changed files with 695576 additions and 0 deletions

11
MLProject/MLProject Normal file
View File

@ -0,0 +1,11 @@
name: MLflow Example
conda_env: conda.yaml
entry_points:
main:
command: "python model_creator.py {max_iter}"
parameters:
max_iter: {type: int, default: 1000}
test:
command: "python use_model.py"

651937
MLProject/Spotify_Dataset.csv Normal file

File diff suppressed because it is too large Load Diff

11
MLProject/conda.yaml Normal file
View File

@ -0,0 +1,11 @@
name: Spotify genre recognition - s464953
channels:
- defaults
dependencies:
- python=3.9
- pip
- pip:
- mlflow
- pandas
- scikit-learn
- numpy

File diff suppressed because it is too large Load Diff

View File

@ -0,0 +1,20 @@
artifact_path: model
flavors:
python_function:
env:
conda: conda.yaml
virtualenv: python_env.yaml
loader_module: mlflow.sklearn
model_path: model.pkl
predict_fn: predict
python_version: 3.9.19
sklearn:
code: null
pickled_model: model.pkl
serialization_format: cloudpickle
sklearn_version: 1.4.2
mlflow_version: 2.12.2
model_size_bytes: 1446
model_uuid: 9026270861774aad82aee9fc231054b4
run_id: 04eba1c93f6a4510b4487ad0789fa76f
utc_time_created: '2024-05-13 21:25:05.523657'

View File

@ -0,0 +1,15 @@
channels:
- conda-forge
dependencies:
- python=3.9.19
- pip<=24.0
- pip:
- mlflow==2.12.2
- cloudpickle==3.0.0
- numpy==1.26.4
- packaging==23.1
- psutil==5.9.5
- pyyaml==6.0.1
- scikit-learn==1.4.2
- scipy==1.13.0
name: mlflow-env

View File

@ -0,0 +1,20 @@
artifact_path: model
flavors:
python_function:
env:
conda: conda.yaml
virtualenv: python_env.yaml
loader_module: mlflow.sklearn
model_path: model.pkl
predict_fn: predict
python_version: 3.9.19
sklearn:
code: null
pickled_model: model.pkl
serialization_format: cloudpickle
sklearn_version: 1.4.2
mlflow_version: 2.12.2
model_size_bytes: 1446
model_uuid: 9026270861774aad82aee9fc231054b4
run_id: 04eba1c93f6a4510b4487ad0789fa76f
utc_time_created: '2024-05-13 21:25:05.523657'

View File

@ -0,0 +1,15 @@
channels:
- conda-forge
dependencies:
- python=3.9.19
- pip<=24.0
- pip:
- mlflow==2.12.2
- cloudpickle==3.0.0
- numpy==1.26.4
- packaging==23.1
- psutil==5.9.5
- pyyaml==6.0.1
- scikit-learn==1.4.2
- scipy==1.13.0
name: mlflow-env

View File

@ -0,0 +1,7 @@
python: 3.9.19
build_dependencies:
- pip==24.0
- setuptools
- wheel==0.43.0
dependencies:
- -r requirements.txt

View File

@ -0,0 +1,8 @@
mlflow==2.12.2
cloudpickle==3.0.0
numpy==1.26.4
packaging==23.1
psutil==5.9.5
pyyaml==6.0.1
scikit-learn==1.4.2
scipy==1.13.0

View File

@ -0,0 +1,7 @@
python: 3.9.19
build_dependencies:
- pip==24.0
- setuptools
- wheel==0.43.0
dependencies:
- -r requirements.txt

View File

@ -0,0 +1,8 @@
mlflow==2.12.2
cloudpickle==3.0.0
numpy==1.26.4
packaging==23.1
psutil==5.9.5
pyyaml==6.0.1
scikit-learn==1.4.2
scipy==1.13.0

View File

@ -0,0 +1,15 @@
artifact_uri: file:///D:/studia/inzynieria%20uczenia%20maszynowego/ium_464953/MLProject/mlruns/0/04eba1c93f6a4510b4487ad0789fa76f/artifacts
end_time: 1715635510283
entry_point_name: ''
experiment_id: '0'
lifecycle_stage: active
run_id: 04eba1c93f6a4510b4487ad0789fa76f
run_name: valuable-goat-689
run_uuid: 04eba1c93f6a4510b4487ad0789fa76f
source_name: ''
source_type: 4
source_version: ''
start_time: 1715635487472
status: 3
tags: []
user_id: Michał

View File

@ -0,0 +1 @@
1715635505497 0.4782608695652174 0

View File

@ -0,0 +1 @@
1000

View File

@ -0,0 +1 @@
LogisticRegression

View File

@ -0,0 +1 @@
https://git.wmi.amu.edu.pl/s464953/ium_464953.git

View File

@ -0,0 +1 @@
[{"run_id": "04eba1c93f6a4510b4487ad0789fa76f", "artifact_path": "model", "utc_time_created": "2024-05-13 21:25:05.523657", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.9.19", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.2", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "9026270861774aad82aee9fc231054b4", "mlflow_version": "2.12.2", "model_size_bytes": 1446}]

View File

@ -0,0 +1 @@
valuable-goat-689

View File

@ -0,0 +1 @@
390d6b118b45f3613f049b5cf665ff66ca00cbd5

View File

@ -0,0 +1 @@
https://git.wmi.amu.edu.pl/s464953/ium_464953.git

View File

@ -0,0 +1 @@
file://D:\studia\inzynieria uczenia maszynowego\ium_464953#\MLProject

View File

@ -0,0 +1 @@
Michał

View File

@ -0,0 +1,20 @@
artifact_path: model
flavors:
python_function:
env:
conda: conda.yaml
virtualenv: python_env.yaml
loader_module: mlflow.sklearn
model_path: model.pkl
predict_fn: predict
python_version: 3.9.19
sklearn:
code: null
pickled_model: model.pkl
serialization_format: cloudpickle
sklearn_version: 1.4.2
mlflow_version: 2.12.2
model_size_bytes: 1446
model_uuid: b733a1b574ba4815ac1f2887d47fe45c
run_id: 2e98f71c04cd4e21a26b13ae9daaf43b
utc_time_created: '2024-05-13 21:21:21.420484'

View File

@ -0,0 +1,15 @@
channels:
- conda-forge
dependencies:
- python=3.9.19
- pip<=24.0
- pip:
- mlflow==2.12.2
- cloudpickle==3.0.0
- numpy==1.26.4
- packaging==23.1
- psutil==5.9.5
- pyyaml==6.0.1
- scikit-learn==1.4.2
- scipy==1.13.0
name: mlflow-env

View File

@ -0,0 +1,20 @@
artifact_path: model
flavors:
python_function:
env:
conda: conda.yaml
virtualenv: python_env.yaml
loader_module: mlflow.sklearn
model_path: model.pkl
predict_fn: predict
python_version: 3.9.19
sklearn:
code: null
pickled_model: model.pkl
serialization_format: cloudpickle
sklearn_version: 1.4.2
mlflow_version: 2.12.2
model_size_bytes: 1446
model_uuid: b733a1b574ba4815ac1f2887d47fe45c
run_id: 2e98f71c04cd4e21a26b13ae9daaf43b
utc_time_created: '2024-05-13 21:21:21.420484'

View File

@ -0,0 +1,15 @@
channels:
- conda-forge
dependencies:
- python=3.9.19
- pip<=24.0
- pip:
- mlflow==2.12.2
- cloudpickle==3.0.0
- numpy==1.26.4
- packaging==23.1
- psutil==5.9.5
- pyyaml==6.0.1
- scikit-learn==1.4.2
- scipy==1.13.0
name: mlflow-env

View File

@ -0,0 +1,7 @@
python: 3.9.19
build_dependencies:
- pip==24.0
- setuptools
- wheel==0.43.0
dependencies:
- -r requirements.txt

View File

@ -0,0 +1,8 @@
mlflow==2.12.2
cloudpickle==3.0.0
numpy==1.26.4
packaging==23.1
psutil==5.9.5
pyyaml==6.0.1
scikit-learn==1.4.2
scipy==1.13.0

View File

@ -0,0 +1,7 @@
python: 3.9.19
build_dependencies:
- pip==24.0
- setuptools
- wheel==0.43.0
dependencies:
- -r requirements.txt

View File

@ -0,0 +1,8 @@
mlflow==2.12.2
cloudpickle==3.0.0
numpy==1.26.4
packaging==23.1
psutil==5.9.5
pyyaml==6.0.1
scikit-learn==1.4.2
scipy==1.13.0

View File

@ -0,0 +1,15 @@
artifact_uri: file:///D:/studia/inzynieria%20uczenia%20maszynowego/ium_464953/MLProject/mlruns/0/2e98f71c04cd4e21a26b13ae9daaf43b/artifacts
end_time: 1715635286846
entry_point_name: ''
experiment_id: '0'
lifecycle_stage: active
run_id: 2e98f71c04cd4e21a26b13ae9daaf43b
run_name: illustrious-shark-67
run_uuid: 2e98f71c04cd4e21a26b13ae9daaf43b
source_name: ''
source_type: 4
source_version: ''
start_time: 1715635260477
status: 3
tags: []
user_id: Michał

View File

@ -0,0 +1 @@
1715635281395 0.4782608695652174 0

View File

@ -0,0 +1 @@
1000

View File

@ -0,0 +1 @@
LogisticRegression

View File

@ -0,0 +1 @@
https://git.wmi.amu.edu.pl/s464953/ium_464953.git

View File

@ -0,0 +1 @@
[{"run_id": "2e98f71c04cd4e21a26b13ae9daaf43b", "artifact_path": "model", "utc_time_created": "2024-05-13 21:21:21.420484", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.9.19", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.2", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "b733a1b574ba4815ac1f2887d47fe45c", "mlflow_version": "2.12.2", "model_size_bytes": 1446}]

View File

@ -0,0 +1 @@
illustrious-shark-67

View File

@ -0,0 +1 @@
390d6b118b45f3613f049b5cf665ff66ca00cbd5

View File

@ -0,0 +1 @@
https://git.wmi.amu.edu.pl/s464953/ium_464953.git

View File

@ -0,0 +1 @@
file://D:\studia\inzynieria uczenia maszynowego\ium_464953#\MLProject

View File

@ -0,0 +1 @@
Michał

View File

@ -0,0 +1,20 @@
artifact_path: model
flavors:
python_function:
env:
conda: conda.yaml
virtualenv: python_env.yaml
loader_module: mlflow.sklearn
model_path: model.pkl
predict_fn: predict
python_version: 3.9.19
sklearn:
code: null
pickled_model: model.pkl
serialization_format: cloudpickle
sklearn_version: 1.4.2
mlflow_version: 2.12.2
model_size_bytes: 1446
model_uuid: 89ad4cf7b9e7444ea84049ba5d88fdb8
run_id: 71242ca0b6f446d89f411c36212b6761
utc_time_created: '2024-05-13 20:57:47.221852'

View File

@ -0,0 +1,15 @@
channels:
- conda-forge
dependencies:
- python=3.9.19
- pip<=24.0
- pip:
- mlflow==2.12.2
- cloudpickle==3.0.0
- numpy==1.26.4
- packaging==23.1
- psutil==5.9.5
- pyyaml==6.0.1
- scikit-learn==1.4.2
- scipy==1.13.0
name: mlflow-env

View File

@ -0,0 +1,20 @@
artifact_path: model
flavors:
python_function:
env:
conda: conda.yaml
virtualenv: python_env.yaml
loader_module: mlflow.sklearn
model_path: model.pkl
predict_fn: predict
python_version: 3.9.19
sklearn:
code: null
pickled_model: model.pkl
serialization_format: cloudpickle
sklearn_version: 1.4.2
mlflow_version: 2.12.2
model_size_bytes: 1446
model_uuid: 89ad4cf7b9e7444ea84049ba5d88fdb8
run_id: 71242ca0b6f446d89f411c36212b6761
utc_time_created: '2024-05-13 20:57:47.221852'

View File

@ -0,0 +1,15 @@
channels:
- conda-forge
dependencies:
- python=3.9.19
- pip<=24.0
- pip:
- mlflow==2.12.2
- cloudpickle==3.0.0
- numpy==1.26.4
- packaging==23.1
- psutil==5.9.5
- pyyaml==6.0.1
- scikit-learn==1.4.2
- scipy==1.13.0
name: mlflow-env

View File

@ -0,0 +1,7 @@
python: 3.9.19
build_dependencies:
- pip==24.0
- setuptools
- wheel==0.43.0
dependencies:
- -r requirements.txt

View File

@ -0,0 +1,8 @@
mlflow==2.12.2
cloudpickle==3.0.0
numpy==1.26.4
packaging==23.1
psutil==5.9.5
pyyaml==6.0.1
scikit-learn==1.4.2
scipy==1.13.0

View File

@ -0,0 +1,7 @@
python: 3.9.19
build_dependencies:
- pip==24.0
- setuptools
- wheel==0.43.0
dependencies:
- -r requirements.txt

View File

@ -0,0 +1,8 @@
mlflow==2.12.2
cloudpickle==3.0.0
numpy==1.26.4
packaging==23.1
psutil==5.9.5
pyyaml==6.0.1
scikit-learn==1.4.2
scipy==1.13.0

View File

@ -0,0 +1,15 @@
artifact_uri: file:///D:/studia/inzynieria%20uczenia%20maszynowego/ium_464953/MLProject/mlruns/0/71242ca0b6f446d89f411c36212b6761/artifacts
end_time: 1715633872371
entry_point_name: ''
experiment_id: '0'
lifecycle_stage: active
run_id: 71242ca0b6f446d89f411c36212b6761
run_name: industrious-gull-774
run_uuid: 71242ca0b6f446d89f411c36212b6761
source_name: ''
source_type: 4
source_version: ''
start_time: 1715633850262
status: 3
tags: []
user_id: Michał

View File

@ -0,0 +1 @@
1715633867196 0.4782608695652174 0

View File

@ -0,0 +1 @@
1000

View File

@ -0,0 +1 @@
LogisticRegression

View File

@ -0,0 +1 @@
https://git.wmi.amu.edu.pl/s464953/ium_464953.git

View File

@ -0,0 +1 @@
[{"run_id": "71242ca0b6f446d89f411c36212b6761", "artifact_path": "model", "utc_time_created": "2024-05-13 20:57:47.221852", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.9.19", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.2", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "89ad4cf7b9e7444ea84049ba5d88fdb8", "mlflow_version": "2.12.2", "model_size_bytes": 1446}]

View File

@ -0,0 +1 @@
industrious-gull-774

View File

@ -0,0 +1 @@
390d6b118b45f3613f049b5cf665ff66ca00cbd5

View File

@ -0,0 +1 @@
https://git.wmi.amu.edu.pl/s464953/ium_464953.git

View File

@ -0,0 +1 @@
file://D:\studia\inzynieria uczenia maszynowego\ium_464953#\MLProject

View File

@ -0,0 +1 @@
Michał

View File

@ -0,0 +1,20 @@
artifact_path: model
flavors:
python_function:
env:
conda: conda.yaml
virtualenv: python_env.yaml
loader_module: mlflow.sklearn
model_path: model.pkl
predict_fn: predict
python_version: 3.9.19
sklearn:
code: null
pickled_model: model.pkl
serialization_format: cloudpickle
sklearn_version: 1.4.2
mlflow_version: 2.12.2
model_size_bytes: 1446
model_uuid: c575ab1b63c840b1b87f2c5d6a51721c
run_id: ef10e2199a2346dabe10eb9e7bdea061
utc_time_created: '2024-05-13 20:51:58.533911'

View File

@ -0,0 +1,15 @@
channels:
- conda-forge
dependencies:
- python=3.9.19
- pip<=24.0
- pip:
- mlflow==2.12.2
- cloudpickle==3.0.0
- numpy==1.26.4
- packaging==23.1
- psutil==5.9.5
- pyyaml==6.0.1
- scikit-learn==1.4.2
- scipy==1.13.0
name: mlflow-env

View File

@ -0,0 +1,20 @@
artifact_path: model
flavors:
python_function:
env:
conda: conda.yaml
virtualenv: python_env.yaml
loader_module: mlflow.sklearn
model_path: model.pkl
predict_fn: predict
python_version: 3.9.19
sklearn:
code: null
pickled_model: model.pkl
serialization_format: cloudpickle
sklearn_version: 1.4.2
mlflow_version: 2.12.2
model_size_bytes: 1446
model_uuid: c575ab1b63c840b1b87f2c5d6a51721c
run_id: ef10e2199a2346dabe10eb9e7bdea061
utc_time_created: '2024-05-13 20:51:58.533911'

View File

@ -0,0 +1,15 @@
channels:
- conda-forge
dependencies:
- python=3.9.19
- pip<=24.0
- pip:
- mlflow==2.12.2
- cloudpickle==3.0.0
- numpy==1.26.4
- packaging==23.1
- psutil==5.9.5
- pyyaml==6.0.1
- scikit-learn==1.4.2
- scipy==1.13.0
name: mlflow-env

View File

@ -0,0 +1,7 @@
python: 3.9.19
build_dependencies:
- pip==24.0
- setuptools
- wheel==0.43.0
dependencies:
- -r requirements.txt

View File

@ -0,0 +1,8 @@
mlflow==2.12.2
cloudpickle==3.0.0
numpy==1.26.4
packaging==23.1
psutil==5.9.5
pyyaml==6.0.1
scikit-learn==1.4.2
scipy==1.13.0

View File

@ -0,0 +1,7 @@
python: 3.9.19
build_dependencies:
- pip==24.0
- setuptools
- wheel==0.43.0
dependencies:
- -r requirements.txt

View File

@ -0,0 +1,8 @@
mlflow==2.12.2
cloudpickle==3.0.0
numpy==1.26.4
packaging==23.1
psutil==5.9.5
pyyaml==6.0.1
scikit-learn==1.4.2
scipy==1.13.0

View File

@ -0,0 +1,15 @@
artifact_uri: file:///D:/studia/inzynieria%20uczenia%20maszynowego/ium_464953/MLProject/mlruns/0/ef10e2199a2346dabe10eb9e7bdea061/artifacts
end_time: 1715633522927
entry_point_name: ''
experiment_id: '0'
lifecycle_stage: active
run_id: ef10e2199a2346dabe10eb9e7bdea061
run_name: tasteful-calf-917
run_uuid: ef10e2199a2346dabe10eb9e7bdea061
source_name: ''
source_type: 4
source_version: ''
start_time: 1715633501526
status: 3
tags: []
user_id: Michał

View File

@ -0,0 +1 @@
1715633518483 0.4782608695652174 0

View File

@ -0,0 +1 @@
1000

View File

@ -0,0 +1 @@
LogisticRegression

View File

@ -0,0 +1 @@
https://git.wmi.amu.edu.pl/s464953/ium_464953.git

View File

@ -0,0 +1 @@
[{"run_id": "ef10e2199a2346dabe10eb9e7bdea061", "artifact_path": "model", "utc_time_created": "2024-05-13 20:51:58.533911", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.9.19", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.2", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "c575ab1b63c840b1b87f2c5d6a51721c", "mlflow_version": "2.12.2", "model_size_bytes": 1446}]

View File

@ -0,0 +1 @@
tasteful-calf-917

View File

@ -0,0 +1 @@
390d6b118b45f3613f049b5cf665ff66ca00cbd5

Some files were not shown because too many files have changed in this diff Show More