polyaxon-helper 0.4.3

A python helper library to report metrics and communicate with Polyaxon.

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# Polyaxon-helper

Polyaxon helper is a lightweight python library to report metrics and communicate information with Polyaxon.

## Installation

```bash
$ pip install -U polyaxon-helper
```

for python3

```bash
$ pip3 install -U polyaxon-helper
```


## Install polyaxon

Please check [polyaxon installation guide](https://docs.polyaxon.com/installation/introduction)

## Install in polyaxonfile

If you want to delegate the installation to polyaxon during the build process,
add a new step to the `run` section in your polyaxonfile:

```yaml
...
build:
image: ...
build_steps:
- ...
- pip install -U polyaxon-helper
- ...

run:
cmd: ...
```

## Usage

### Getting env variables defined by Polyaxon

```python
from polyaxon_helper import (
get_cluster_def,
get_declarations,
get_experiment_info,
get_task_info,
get_tf_config,
get_job_info,
get_outputs_path,
get_outputs_refs_paths,
get_data_paths,
get_log_level
)

cluster_def = get_cluster_def()
declarations = get_declarations()
experiment_info = get_experiment_info()
task_info = get_task_info()
job_info = get_job_info()
outputs_path = get_outputs_path()
outputs_refs_paths = get_outputs_refs_paths()
data_paths = get_data_paths()
tf_config = get_tf_config()
log_level = get_log_level()
```

* `get_cluster_def`: Returns cluster definition created by polyaxon.
```json
{
"master": ["plxjob-master0-8eefb7a1146f476ca66e3bee9b88c1de:2000"],
"worker": ["plxjob-worker1-8eefb7a1146f476ca66e3bee9b88c1de:2000",
"plxjob-worker2-8eefb7a1146f476ca66e3bee9b88c1de:2000"],
"ps": ["plxjob-ps3-8eefb7a1146f476ca66e3bee9b88c1de:2000"],
}
```
* `get_declarations`: Returns all the experiment declarations based on both,

* declarations section
* matrix section

* `get_tf_config`: Returns the TF_CONFIG defining the cluster and the current task.
if `envvar` is not null, it will set and env variable with `envvar`.

* `get_experiment_info`: Returns information about the experiment.

* project_name
* experiment_group_name
* experiment_name
* project_uuid
* experiment_group_uuid
* experiment_uuid

* `get_job_info`: Returns information about the job.

* project_name
* job_name
* project_uuid
* job_uuid

* `get_task_info`: Returns the task info: `{"type": str, "index": int}`.

* `outputs_path`: The outputs path generated by polyaxon based on the hierarchy of the experiment.

`user/project/group/experiment/files`

* `data_paths`: The data paths mounted for the job/experiment:

{
'data1': '/data/1',
'data-foo': '/data/foo',
}

* `outputs_path`: The references outputs paths requested by the user,
the order follows the order specified by the user:

{
'experiments': [
`user/project/job12/files`,
], 'experiments': [
`user/project/group/experiment1/files`,
`user/project/experiment100/files`
]
}

* `get_log_level`: If set on the polyaxonfile it will return the log level.


### Reporting metrics to Polyaxon

In order to report metrics for an experiment, just add these lines in you program.

```python
from polyaxon_helper import send_metrics

send_metrics(accuracy=0.9, precision=0.95)
```

## Quick start

Please check our [quick start guide](https://docs.polyaxon.com/quick_start) to start training your first experiment.


## License

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