diff --git a/.conda/meta.yaml b/.conda/meta.yaml
index 225dc76a5..214a86d03 100644
--- a/.conda/meta.yaml
+++ b/.conda/meta.yaml
@@ -1,4 +1,4 @@
-{% set version = "2.2.7" %}
+{% set version = "2.3.0" %}
 
 package:
   name: codecarbon
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 5f1ffa69e..b8a38c9f3 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -108,6 +108,42 @@ To add a new feature to codecarbon, the following workflow is applied :
 - Documenting the intent & the limits of a contribution in a dedicated issue or in the pull request helps the review
 - Once automated tests pass, the PR is reviewed and merged by the repository maintainers
 
+### Debug in VS Code
+
+Here is the launch.json to be able to debug examples and tests:
+
+```json
+{
+    "version": "0.2.0",
+    "configurations": [
+        {
+            "name": "Python: Current File",
+            "type": "python",
+            "request": "launch",
+            "program": "${file}",
+            "console": "integratedTerminal",
+            "justMyCode": true,
+            "env": { "PYTHONPATH": "${workspaceRoot}" }
+        },
+        {
+            "name": "PyTest: Current File",
+            "type": "python",
+            "request": "launch",
+            "module": "pytest",
+            "args": [
+                "${file}"
+            ],
+            "console": "integratedTerminal",
+            "justMyCode": true,
+            "env": { "PYTHONPATH": "${workspaceRoot}" }
+        }
+    ]
+}
+```
+
+Then run opened test with this button:
+
+![vscode_debug](docs/edit/images/vscode_debug.png)
 
 ### <a name="local_deployement"></a> Local deployment
 
diff --git a/codecarbon/_version.py b/codecarbon/_version.py
index 90a1f38f9..55e470907 100644
--- a/codecarbon/_version.py
+++ b/codecarbon/_version.py
@@ -1 +1 @@
-__version__ = "2.2.7"
+__version__ = "2.3.0"
diff --git a/codecarbon/core/cloud.py b/codecarbon/core/cloud.py
index 8839771c2..a41b2b49c 100644
--- a/codecarbon/core/cloud.py
+++ b/codecarbon/core/cloud.py
@@ -55,7 +55,6 @@ def postprocess_gcp_cloud_metadata(cloud_metadata: Dict[str, Any]) -> Dict[str,
 
 
 def get_env_cloud_details(timeout: int = 1) -> Optional[Any]:
-    # type: (int) -> Optional[Any]
     """
     >>> get_env_cloud_details()
     {'provider': 'AWS',
diff --git a/codecarbon/core/measure.py b/codecarbon/core/measure.py
new file mode 100644
index 000000000..2a6d56ed3
--- /dev/null
+++ b/codecarbon/core/measure.py
@@ -0,0 +1,82 @@
+from time import time
+
+from codecarbon.external.hardware import CPU, GPU, RAM
+from codecarbon.external.logger import logger
+
+
+class MeasurePowerEnergy:
+    """
+    Measure power and energy consumption of a hardware component.
+    """
+
+    _last_measured_time: int = 0
+    _hardware: list
+    _pue: float
+    _total_cpu_energy: float
+    _total_gpu_energy: float
+    _total_ram_energy: float
+    _total_energy: float
+    _cpu_power: float
+    _gpu_power: float
+    _ram_power: float
+
+    def __init__(self, hardware, pue):
+        """
+        :param hardware: list of hardware components to measure
+        :param pue: Power Usage Effectiveness of the datacenter
+        """
+        self._last_measured_time = time()
+        self._hardware = hardware
+        self._pue = pue
+        # TODO: Read initial energy values from hardware
+        self._total_cpu_energy = 0
+        self._total_gpu_energy = 0
+        self._total_ram_energy = 0
+        self._total_energy = 0
+        # Power cant't be read at init because we need time, so we set it to 0
+        self._cpu_power = 0
+        self._gpu_power = 0
+        self._ram_power = 0
+
+    def do_measure(self) -> None:
+        for hardware in self._hardware:
+            h_time = time.time()
+            # Compute last_duration again for more accuracy
+            last_duration = time.time() - self._last_measured_time
+            power, energy = hardware.measure_power_and_energy(
+                last_duration=last_duration
+            )
+            # Apply the PUE of the datacenter to the consumed energy
+            energy *= self._pue
+            self._total_energy += energy
+            if isinstance(hardware, CPU):
+                self._total_cpu_energy += energy
+                self._cpu_power = power
+                logger.info(
+                    f"Energy consumed for all CPUs : {self._total_cpu_energy.kWh:.6f} kWh"
+                    + f". Total CPU Power : {self._cpu_power.W} W"
+                )
+            elif isinstance(hardware, GPU):
+                self._total_gpu_energy += energy
+                self._gpu_power = power
+                logger.info(
+                    f"Energy consumed for all GPUs : {self._total_gpu_energy.kWh:.6f} kWh"
+                    + f". Total GPU Power : {self._gpu_power.W} W"
+                )
+            elif isinstance(hardware, RAM):
+                self._total_ram_energy += energy
+                self._ram_power = power
+                logger.info(
+                    f"Energy consumed for RAM : {self._total_ram_energy.kWh:.6f} kWh"
+                    + f". RAM Power : {self._ram_power.W} W"
+                )
+            else:
+                logger.error(f"Unknown hardware type: {hardware} ({type(hardware)})")
+            h_time = time.time() - h_time
+            logger.debug(
+                f"{hardware.__class__.__name__} : {hardware.total_power().W:,.2f} "
+                + f"W during {last_duration:,.2f} s [measurement time: {h_time:,.4f}]"
+            )
+        logger.info(
+            f"{self._total_energy.kWh:.6f} kWh of electricity used since the beginning."
+        )
diff --git a/codecarbon/emissions_tracker.py b/codecarbon/emissions_tracker.py
index 86b04d0a1..93e6bec32 100644
--- a/codecarbon/emissions_tracker.py
+++ b/codecarbon/emissions_tracker.py
@@ -11,7 +11,7 @@
 from collections import Counter
 from datetime import datetime
 from functools import wraps
-from typing import Callable, List, Optional, Union
+from typing import Any, Callable, Dict, List, Optional, Union
 
 from codecarbon._version import __version__
 from codecarbon.core import cpu, gpu
@@ -23,6 +23,7 @@
 from codecarbon.external.hardware import CPU, GPU, RAM
 from codecarbon.external.logger import logger, set_logger_format, set_logger_level
 from codecarbon.external.scheduler import PeriodicScheduler
+from codecarbon.external.task import Task
 from codecarbon.input import DataSource
 from codecarbon.output import (
     BaseOutput,
@@ -136,7 +137,7 @@ def _set_from_conf(
     def __init__(
         self,
         project_name: Optional[str] = _sentinel,
-        measure_power_secs: Optional[int] = _sentinel,
+        measure_power_secs: Optional[float] = _sentinel,
         api_call_interval: Optional[int] = _sentinel,
         api_endpoint: Optional[str] = _sentinel,
         api_key: Optional[str] = _sentinel,
@@ -151,6 +152,7 @@ def __init__(
         gpu_ids: Optional[List] = _sentinel,
         emissions_endpoint: Optional[str] = _sentinel,
         experiment_id: Optional[str] = _sentinel,
+        experiment_name: Optional[str] = _sentinel,
         co2_signal_api_token: Optional[str] = _sentinel,
         tracking_mode: Optional[str] = _sentinel,
         log_level: Optional[Union[int, str]] = _sentinel,
@@ -189,6 +191,7 @@ def __init__(
         :param emissions_endpoint: Optional URL of http endpoint for sending emissions
                                    data.
         :param experiment_id: Id of the experiment.
+        :param experiment_name: Label of the experiment
         :param co2_signal_api_token: API token for co2signal.com (requires sign-up for
                                      free beta)
         :param tracking_mode: One of "process" or "machine" in order to measure the
@@ -215,9 +218,10 @@ def __init__(
         self._set_from_conf(api_endpoint, "api_endpoint", "https://api.codecarbon.io")
         self._set_from_conf(co2_signal_api_token, "co2_signal_api_token")
         self._set_from_conf(emissions_endpoint, "emissions_endpoint")
+        self._set_from_conf(experiment_name, "experiment_name", "base")
         self._set_from_conf(gpu_ids, "gpu_ids")
         self._set_from_conf(log_level, "log_level", "info")
-        self._set_from_conf(measure_power_secs, "measure_power_secs", 15, int)
+        self._set_from_conf(measure_power_secs, "measure_power_secs", 15, float)
         self._set_from_conf(output_dir, "output_dir", ".")
         self._set_from_conf(output_file, "output_file", "emissions.csv")
         self._set_from_conf(project_name, "project_name", "codecarbon")
@@ -258,6 +262,10 @@ def __init__(
         self._conf["python_version"] = platform.python_version()
         self._conf["cpu_count"] = count_cpus()
         self._geo = None
+        self._task_start_measurement_values = {}
+        self._task_stop_measurement_values = {}
+        self._tasks: Dict[str, Task] = {}
+        self._active_task: Optional[str] = None
 
         if isinstance(self._gpu_ids, str):
             self._gpu_ids: List[int] = parse_gpu_ids(self._gpu_ids)
@@ -395,6 +403,10 @@ def _init_output_methods(self, api_key):
             self._cc_prometheus_out = PrometheusOutput(self._prometheus_url)
             self.persistence_objs.append(self._cc_prometheus_out)
 
+    def service_shutdown(self, signum, frame):
+        print("Caught signal %d" % signum)
+        self.stop()
+
     @suppress(Exception)
     def start(self) -> None:
         """
@@ -402,6 +414,7 @@ def start(self) -> None:
         Currently, Nvidia GPUs are supported.
         :return: None
         """
+
         if self._start_time is not None:
             logger.warning("Already started tracking")
             return
@@ -413,6 +426,59 @@ def start(self) -> None:
 
         self._scheduler.start()
 
+    def start_task(self, task_name=None) -> None:
+        """
+        Start tracking a dedicated execution task.
+        :param task_name: Name of the task to be isolated.
+        :return: None
+        """
+        # Stop scheduler as we do not want it to interfere with the task measurement
+        self._scheduler.stop()
+
+        if self._active_task:
+            logger.info("A task is already under measure")
+            return
+        if not task_name:
+            task_name = uuid.uuid4().__str__()
+        if task_name in self._tasks.keys():
+            task_name += "_" + uuid.uuid4().__str__()
+        self._last_measured_time = self._start_time = time.time()
+        # Read initial energy for hardware
+        for hardware in self._hardware:
+            hardware.start()
+        _ = self._prepare_emissions_data(delta=True)
+
+        self._tasks.update(
+            {
+                task_name: Task(
+                    task_name=task_name,
+                )
+            }
+        )
+        self._active_task = task_name
+
+    def stop_task(self, task_name: str = None) -> float:
+        """
+        Stop tracking a dedicated execution task. Delta energy is computed by task, to isolate its contribution to total
+        emissions.
+        :return: None
+        """
+        task_name = task_name if task_name else self._active_task
+        self._measure_power_and_energy()
+
+        emissions_data = self._prepare_emissions_data(delta=True)
+
+        task_duration = Time.from_seconds(
+            time.time() - self._tasks[task_name].start_time
+        )
+
+        task_emission_data = emissions_data
+        task_emission_data.duration = task_duration.seconds
+        self._tasks[task_name].emissions_data = task_emission_data
+        self._tasks[task_name].is_active = False
+        self._active_task = None
+        return task_emission_data
+
     @suppress(Exception)
     def flush(self) -> Optional[float]:
         """
@@ -429,10 +495,7 @@ def flush(self) -> Optional[float]:
         self._measure_power_and_energy()
 
         emissions_data = self._prepare_emissions_data()
-        for persistence in self.persistence_objs:
-            if isinstance(persistence, CodeCarbonAPIOutput):
-                emissions_data = self._prepare_emissions_data(delta=True)
-            persistence.out(emissions_data)
+        self._persist_data(emissions_data)
 
         return emissions_data.emissions
 
@@ -449,23 +512,38 @@ def stop(self) -> Optional[float]:
         if self._scheduler:
             self._scheduler.stop()
             self._scheduler = None
-            # Run to calculate the power used from last
-            # scheduled measurement to shutdown
-            self._measure_power_and_energy()
         else:
             logger.warning("Tracker already stopped !")
+        for task_name in self._tasks:
+            if self._tasks[task_name].is_active:
+                self.stop_task(task_name=task_name)
+        # Run to calculate the power used from last
+        # scheduled measurement to shutdown
+        # or if scheduler interval was longer than the run
+        self._measure_power_and_energy()
 
         emissions_data = self._prepare_emissions_data()
 
+        self._persist_data(emissions_data, experiment_name=self._experiment_name)
+
+        self.final_emissions_data = emissions_data
+        self.final_emissions = emissions_data.emissions
+        return emissions_data.emissions
+
+    def _persist_data(self, emissions_data, experiment_name=None):
         for persistence in self.persistence_objs:
             if isinstance(persistence, CodeCarbonAPIOutput):
                 emissions_data = self._prepare_emissions_data(delta=True)
 
             persistence.out(emissions_data)
-
-        self.final_emissions_data = emissions_data
-        self.final_emissions = emissions_data.emissions
-        return emissions_data.emissions
+            if isinstance(persistence, FileOutput):
+                if len(self._tasks) > 0:
+                    task_emissions_data = []
+                    for task in self._tasks:
+                        task_emissions_data.append(self._tasks[task].out())
+                    persistence.task_out(
+                        task_emissions_data, experiment_name, self._output_dir
+                    )
 
     def _prepare_emissions_data(self, delta=False) -> EmissionsData:
         """
@@ -556,22 +634,7 @@ def _get_cloud_metadata(self) -> CloudMetadata:
         """
         pass
 
-    def _measure_power_and_energy(self) -> None:
-        """
-        A function that is periodically run by the `BackgroundScheduler`
-        every `self._measure_power_secs` seconds.
-        :return: None
-        """
-        last_duration = time.time() - self._last_measured_time
-
-        warning_duration = self._measure_power_secs * 3
-        if last_duration > warning_duration:
-            warn_msg = (
-                "Background scheduler didn't run for a long period"
-                + " (%ds), results might be inaccurate"
-            )
-            logger.warning(warn_msg, last_duration)
-
+    def _do_measurements(self) -> None:
         for hardware in self._hardware:
             h_time = time.time()
             # Compute last_duration again for more accuracy
@@ -613,6 +676,24 @@ def _measure_power_and_energy(self) -> None:
         logger.info(
             f"{self._total_energy.kWh:.6f} kWh of electricity used since the beginning."
         )
+
+    def _measure_power_and_energy(self) -> None:
+        """
+        A function that is periodically run by the `BackgroundScheduler`
+        every `self._measure_power_secs` seconds.
+        :return: None
+        """
+        last_duration = time.time() - self._last_measured_time
+
+        warning_duration = self._measure_power_secs * 3
+        if last_duration > warning_duration:
+            warn_msg = (
+                "Background scheduler didn't run for a long period"
+                + " (%ds), results might be inaccurate"
+            )
+            logger.warning(warn_msg, last_duration)
+
+        self._do_measurements()
         self._last_measured_time = time.time()
         self._measure_occurrence += 1
         if (
@@ -759,6 +840,31 @@ def _get_cloud_metadata(self) -> CloudMetadata:
         return self._cloud
 
 
+class TaskEmissionsTracker:
+    """
+    Track emissions for a specific task
+    # TODO: THIS NOT USED, RIGHT ?
+    """
+
+    def __init__(self, task_name, tracker: EmissionsTracker = None):
+        self.is_default_tracker = False
+        if tracker:
+            self.tracker = tracker
+        else:
+            self.tracker = EmissionsTracker()
+            self.is_default_tracker = True
+        self.task_name = task_name
+
+    def __enter__(self):
+        self.tracker.start_task(self.task_name)
+        return self
+
+    def __exit__(self, exc_type, exc_value, tb) -> None:
+        self.tracker.stop_task()
+        if self.is_default_tracker:
+            self.tracker.stop()
+
+
 def track_emissions(
     fn: Callable = None,
     project_name: Optional[str] = _sentinel,
@@ -902,3 +1008,45 @@ def wrapped_fn(*args, **kwargs):
     if fn:
         return _decorate(fn)
     return _decorate
+
+
+def track_task_emissions(
+    fn: Callable = None, tracker: BaseEmissionsTracker = None, task_name: str = ""
+):
+    """
+    Decorator to track emissions specific to a task. With a tracker as input, it will add task emissions to global emissions.
+    :param: tracker: global tracker used in the current execution. If none is provided, instanciates an emission
+    tracker which will read default parameter from config to enable tracking
+    :param: task_name: Task to be tracked. If none is provided, an id will be used.
+    :return: The decorated function
+    """
+
+    if not tracker:
+        is_tracker_default = True
+        tracker = EmissionsTracker()
+    else:
+        is_tracker_default = False
+
+    def _decorate(fn: Callable[..., Any]) -> Callable[..., Any]:
+        @wraps(fn)
+        def wrapped_fn(*args, **kwargs):
+            fn_result = None
+            tracker.start_task(task_name=task_name)
+            try:
+                fn_result = fn(*args, **kwargs)
+            finally:
+                logger.info(
+                    "\nGraceful stopping task measurement: collecting and writing information.\n"
+                    + "Please Allow for a few seconds..."
+                )
+                tracker.stop_task()
+                if is_tracker_default:
+                    tracker.stop()
+                logger.info("Done!\n")
+            return fn_result
+
+        return wrapped_fn
+
+    if fn:
+        return _decorate(fn)
+    return _decorate
diff --git a/codecarbon/external/scheduler.py b/codecarbon/external/scheduler.py
index fa8b3b4e2..ba00235b5 100644
--- a/codecarbon/external/scheduler.py
+++ b/codecarbon/external/scheduler.py
@@ -33,6 +33,7 @@ def start(self, from_run=False):
         if from_run or self._stopped:
             self._stopped = False
             self._timer = Timer(self.interval, self._run)
+            self._timer.daemon = True
             self._timer.start()
         self._lock.release()
 
diff --git a/codecarbon/external/task.py b/codecarbon/external/task.py
new file mode 100644
index 000000000..ca78d71d9
--- /dev/null
+++ b/codecarbon/external/task.py
@@ -0,0 +1,54 @@
+import time
+from uuid import uuid4
+
+from codecarbon.output import EmissionsData, TaskEmissionsData
+
+
+class Task:
+    """
+    A task, used to segregate electrical consumption when executing a treatment.
+    """
+
+    is_active: bool
+    emissions_data: EmissionsData
+
+    def __init__(self, task_name):  # , task_measure
+        self.task_id: str = task_name + uuid4().__str__()
+        self.task_name: str = task_name
+        self.start_time = time.time()
+        self.is_active = True
+
+    def out(self):
+        return TaskEmissionsData(
+            task_name=self.task_name,
+            timestamp=self.emissions_data.timestamp,
+            project_name=self.emissions_data.project_name,
+            run_id=self.emissions_data.run_id,
+            duration=self.emissions_data.duration,
+            emissions=self.emissions_data.emissions,
+            emissions_rate=self.emissions_data.emissions_rate,
+            cpu_power=self.emissions_data.cpu_power,
+            gpu_power=self.emissions_data.gpu_power,
+            ram_power=self.emissions_data.ram_power,
+            cpu_energy=self.emissions_data.cpu_energy,
+            gpu_energy=self.emissions_data.gpu_energy,
+            ram_energy=self.emissions_data.ram_energy,
+            energy_consumed=self.emissions_data.energy_consumed,
+            country_name=self.emissions_data.country_name,
+            country_iso_code=self.emissions_data.country_iso_code,
+            region=self.emissions_data.region,
+            cloud_provider=self.emissions_data.cloud_provider,
+            cloud_region=self.emissions_data.cloud_region,
+            os=self.emissions_data.os,
+            python_version=self.emissions_data.python_version,
+            codecarbon_version=self.emissions_data.codecarbon_version,
+            cpu_count=self.emissions_data.cpu_count,
+            cpu_model=self.emissions_data.cpu_model,
+            gpu_count=self.emissions_data.gpu_count,
+            gpu_model=self.emissions_data.gpu_model,
+            longitude=self.emissions_data.longitude,
+            latitude=self.emissions_data.latitude,
+            ram_total_size=self.emissions_data.ram_total_size,
+            tracking_mode=self.emissions_data.tracking_mode,
+            on_cloud=self.emissions_data.on_cloud,
+        )
diff --git a/codecarbon/output.py b/codecarbon/output.py
index 75fb5eee0..fe7a1def1 100644
--- a/codecarbon/output.py
+++ b/codecarbon/output.py
@@ -11,6 +11,7 @@
 from abc import ABC, abstractmethod
 from collections import OrderedDict
 from dataclasses import dataclass
+from typing import List
 
 import pandas as pd
 import requests
@@ -83,6 +84,45 @@ def toJSON(self):
         return json.dumps(self, default=lambda o: o.__dict__, sort_keys=True, indent=4)
 
 
+@dataclass
+class TaskEmissionsData:
+    task_name: str
+    timestamp: str
+    project_name: str
+    run_id: str
+    duration: float
+    emissions: float
+    emissions_rate: float
+    cpu_power: float
+    gpu_power: float
+    ram_power: float
+    cpu_energy: float
+    gpu_energy: float
+    ram_energy: float
+    energy_consumed: float
+    country_name: str
+    country_iso_code: str
+    region: str
+    cloud_provider: str
+    cloud_region: str
+    os: str
+    python_version: str
+    codecarbon_version: str
+    cpu_count: float
+    cpu_model: str
+    gpu_count: float
+    gpu_model: str
+    longitude: float
+    latitude: float
+    ram_total_size: float
+    tracking_mode: str
+    on_cloud: str = "N"
+
+    @property
+    def values(self) -> OrderedDict:
+        return OrderedDict(self.__dict__.items())
+
+
 class BaseOutput(ABC):
     """
     An abstract class that requires children to inherit a single method,
@@ -148,6 +188,22 @@ def out(self, data: EmissionsData):
 
         df.to_csv(self.save_file_path, index=False)
 
+    def task_out(self, data: List[TaskEmissionsData], experiment_name: str, output_dir):
+        run_id = data[0].run_id
+        save_task_file_path = os.path.join(
+            output_dir, "emissions_" + experiment_name + "_" + run_id + ".csv"
+        )
+        df = pd.DataFrame(columns=data[0].values.keys())
+        df = pd.concat(
+            [
+                df,
+                pd.DataFrame.from_records(
+                    [dict(data_point.values) for data_point in data]
+                ),
+            ]
+        )
+        df.to_csv(save_task_file_path, index=False)
+
 
 class HTTPOutput(BaseOutput):
     """
diff --git a/docs/.buildinfo b/docs/.buildinfo
index 4a878928d..78f13d782 100644
--- a/docs/.buildinfo
+++ b/docs/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 65b954744524418c19056fdd2d1082ed
+config: 81e476ce26cd3132ed5caa32c12cc2be
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/_sources/api.rst.txt b/docs/_sources/api.rst.txt
new file mode 100644
index 000000000..95eb2e414
--- /dev/null
+++ b/docs/_sources/api.rst.txt
@@ -0,0 +1,74 @@
+.. _api:
+
+CodeCarbon API
+==============
+
+
+CodeCarbon API
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. warning::
+    This mode use the CodeCarbon API to upload the timeseries of your emissions on a central server. All data will be public!
+
+Before using it, you need an experiment_id, to get one, run:
+
+.. code-block:: console
+
+    codecarbon init
+
+It will create a experiment_id on the default project and save it to ``codecarbon.config``
+
+Then you could tell CodeCarbon to monitor your machine :
+
+.. code-block:: console
+
+    codecarbon monitor
+
+Or use the API in your code
+
+.. code-block:: python
+
+    from codecarbon import track_emissions
+
+    @track_emissions(save_to_api=True)
+    def train_model():
+        # GPU intensive training code  goes here
+    if __name__ =="__main__":
+        train_model()
+
+More options could be specified in ``@track_emissions`` or in ``.codecarbon.config``
+
+The `CodeCarbon dasboard <https://dashboard.codecarbon.io/>`_ use `CodeCarbon API <https://api.codecarbon.io/>`_ to get the data
+
+The API do not have a nice web interface to create your own organization and project, you have to use `OpenAPI interface <https://api.codecarbon.io/docs>`_ for that.
+
+And so on for your team, project and experiment.
+
+You then have to set you experiment id in CodeCarbon, with two options:
+
+In the code:
+
+.. code-block:: python
+
+    from codecarbon import track_emissions
+    @track_emissions(
+        measure_power_secs=30,
+        api_call_interval=4,
+        experiment_id="your experiment id",
+        save_to_api=True,
+    )
+    def train_model():
+
+
+Or in the config file `.codecarbon.config`:
+
+.. code-block:: ini
+
+    [codecarbon]
+    experiment_id = your experiment id
+    save_to_api = true
+
+But I see that you already did all that and have emissions data in the database, so we have to investigate for a bug in the interface.
+
+Thanks for taking time to report this.
+
diff --git a/docs/_sources/index.rst.txt b/docs/_sources/index.rst.txt
index a80375b4f..5c18fc81d 100644
--- a/docs/_sources/index.rst.txt
+++ b/docs/_sources/index.rst.txt
@@ -25,6 +25,7 @@ CodeCarbon
 
    installation
    usage
+   api
    parameters
    examples
    comet
diff --git a/docs/_sources/installation.rst.txt b/docs/_sources/installation.rst.txt
index eca696d34..583a05090 100644
--- a/docs/_sources/installation.rst.txt
+++ b/docs/_sources/installation.rst.txt
@@ -42,17 +42,18 @@ To install the package, run the following command in your terminal.
 Dependencies
 ------------
 
-pip
-~~~
-The following pip packages are used by the CodeCarbon package, and will be installed along with the package itself:
+The following packages are used by the CodeCarbon package, and will be installed along with the package itself:
 
 .. code-block::  bash
 
     arrow
-    click
-    fuzzywuzzy
     pandas
+    pynvml
+    requests
     psutil
     py-cpuinfo
-    pynvml
-    requests  
+    fuzzywuzzy
+    click
+    prometheus_client
+
+Please refer to `setup.py <https://github.com/mlco2/codecarbon/blob/347a802a3478a5740f04b3a7b6b5f379b38000a7/setup.py#L6>`_ for the latest list of the packages used.
diff --git a/docs/_sources/methodology.rst.txt b/docs/_sources/methodology.rst.txt
index 47090c49f..e21da6b4b 100644
--- a/docs/_sources/methodology.rst.txt
+++ b/docs/_sources/methodology.rst.txt
@@ -112,3 +112,13 @@ The net Power Used is the net power supply consumed during the compute time, mea
 References
 ----------
 `Energy Usage Reports: Environmental awareness as part of algorithmic accountability <https://arxiv.org/pdf/1911.08354.pdf>`_
+
+
+How CodeCarbon Works
+~~~~~~~~~~~~~~~~~~~~
+
+CodeCarbon use a scheduler that, by default, call for the measure every 15 seconds so it has no significant overhead.
+
+The measure itself is fast and CodeCarbon is designed to be as light as possible with a small memory footprint.
+
+The scheduler is started when the first ``start`` method is called and stopped when ``stop`` method is called.
diff --git a/docs/_sources/parameters.rst.txt b/docs/_sources/parameters.rst.txt
index 43f60003e..c44c075dc 100644
--- a/docs/_sources/parameters.rst.txt
+++ b/docs/_sources/parameters.rst.txt
@@ -31,6 +31,12 @@ Input Parameters
        | "error", or "critical"
    * - co2_signal_api_token
      - | API token for co2signal.com (requires sign-up for free beta)
+   * - pue
+     - | PUE (Power Usage Effectiveness) of the data center where the experiment is being run.
+
+PUE is a multiplication factor provided by the user, so it is up to the user to get it from his cloud provider.
+
+Old data-centers have a PUE up to 2.2, where new green one coud be as low as 1.1.
 
 Output parameters
 -----------------
@@ -87,7 +93,7 @@ Specific parameters for offline mode
      - Description
    * - country_iso_code
      - | 3 letter ISO Code of the country where the experiment is being run.
-       | Available countries are listed in `global_energy_mix.json <https://github.com/mlco2/codecarbon/blob/master/codecarbon/data/private_infra/2016/global_energy_mix.json>`_
+       | Available countries are listed in `global_energy_mix.json <https://github.com/mlco2/codecarbon/blob/master/codecarbon/data/private_infra/global_energy_mix.json>`_
    * - region
      - | Optional Name of the Province/State/City, where the infrastructure is hosted
        | Currently, supported only for US States and Canada
diff --git a/docs/_sources/usage.rst.txt b/docs/_sources/usage.rst.txt
index 17dfe085d..bc976fe80 100644
--- a/docs/_sources/usage.rst.txt
+++ b/docs/_sources/usage.rst.txt
@@ -11,6 +11,19 @@ Online Mode
 When the environment has internet access, the ``EmissionsTracker`` object or the ``track_emissions`` decorator can be used, which has
 ``offline`` parameter set to ``False`` by default.
 
+Command line
+~~~~~~~~~~~~
+
+If you want to track the emissions of a computer without having to modify your code, you can use the command line interface:
+
+.. code-block:: console
+
+    codecarbon monitor --no-api
+
+You have to stop the monitoring manually with ``Ctrl+C``.
+
+Implementing CodeCarbon in your code allows you to track the emissions of a specific block of code.
+
 Explicit Object
 ~~~~~~~~~~~~~~~
 In the case of absence of a single entry and stop point for the training code base, users can instantiate a ``EmissionsTracker`` object and
@@ -21,11 +34,38 @@ pass it as a parameter to function calls to start and stop the emissions trackin
    from codecarbon import EmissionsTracker
    tracker = EmissionsTracker()
    tracker.start()
-   # Compute intensive code goes here
-   tracker.stop()
+   try:
+        # Compute intensive code goes here
+        _ = 1 + 1
+   finally:
+        tracker.stop()
 
 This mode is recommended when using a Jupyter Notebook. You call ``tracker.start()`` at the beginning of the Notebook, and call ``tracker.stop()`` in the last cell.
 
+This mode also allows you to record the monitoring with ``tracker.flush()`` that writes the emissions to disk or call the API depending on the configuration, but keep running the experiment.
+
+If you want to monitor small piece of code, like a model inference, you could use the task manager:
+
+
+.. code-block:: python
+
+    try:
+        tracker = EmissionsTracker(project_name="bert_inference", measure_power_secs=10)
+        tracker.start_task("load dataset")
+        dataset = load_dataset("imdb", split="test")
+        imdb_emissions = tracker.stop_task()
+        tracker.start_task("build model")
+        model = build_model()
+        model_emissions = tracker.stop_task()
+    finally:
+        _ = tracker.stop()
+
+This way CodeCarbon will track the emissions of each task .
+The task will not be written to disk to prevent overhead, you have to get the results from the return of ``stop_task()``.
+If no name is provided, CodeCarbon will generate a uuid.
+
+Please note that you can't use task mode and normal mode at the same time. Because ``start_task`` will stop the scheduler as we do not want it to interfere with the task measurement.
+
 Context manager
 ~~~~~~~~~~~~~~~~
 The ``Emissions tracker`` also works as a context manager.
@@ -57,41 +97,6 @@ This mode is recommended if you have a training function.
 .. note::
     This will write a csv file named emissions.csv in the current directory
 
-CodeCarbon API (BETA)
-~~~~~~~~~~~~~~~~~~~~~~~~
-*(This feature is currently in BETA stage, meaning all features are not available)*
-
-.. warning::
-    This mode use the CodeCarbon API to upload the timeseries of your emissions on a central server. All data will be public!
-
-Before using it, you need an experiment_id, to get one, run:
-
-.. code-block:: console
-
-    codecarbon init
-
-It will create a experiment_id on the default project and save it to ``codecarbon.config``
-
-Then you could tell CodeCarbon to monitor your machine :
-
-.. code-block:: console
-
-    codecarbon monitor
-
-Or use the API in your code
-
-.. code-block:: python
-
-    from codecarbon import track_emissions
-
-    @track_emissions(save_to_api=True)
-    def train_model():
-        # GPU intensive training code  goes here
-    if __name__ =="__main__":
-        train_model()
-
-More options could be specified in ``@track_emissions`` or in ``.codecarbon.config``
-
 Offline Mode
 ------------
 An offline version is available to support restricted environments without internet access. The internal computations remain unchanged; however,
diff --git a/docs/_static/documentation_options.js b/docs/_static/documentation_options.js
index f1cb7d0e5..0757e291f 100644
--- a/docs/_static/documentation_options.js
+++ b/docs/_static/documentation_options.js
@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
-    VERSION: '2.2.7',
+    VERSION: '2.3.0',
     LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
diff --git a/docs/api.html b/docs/api.html
new file mode 100644
index 000000000..8d9ce132e
--- /dev/null
+++ b/docs/api.html
@@ -0,0 +1,177 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>CodeCarbon API &mdash; CodeCarbon 2.3.0 documentation</title>
+      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
+        <script src="_static/jquery.js"></script>
+        <script src="_static/underscore.js"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
+        <script src="_static/doctools.js"></script>
+    <script src="_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="genindex.html" />
+    <link rel="search" title="Search" href="search.html" />
+    <link rel="next" title="Parameters" href="parameters.html" />
+    <link rel="prev" title="Quickstart" href="usage.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+            <a href="index.html" class="icon icon-home"> CodeCarbon
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Introduction</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="motivation.html">Motivation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="methodology.html">Methodology</a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_examples.html">Model Comparisons</a></li>
+<li class="toctree-l1"><a class="reference internal" href="faq.html">Frequently Asked Questions</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="installation.html">Installing CodeCarbon</a></li>
+<li class="toctree-l1"><a class="reference internal" href="usage.html">Quickstart</a></li>
+<li class="toctree-l1"><a class="reference internal" href="usage.html#configuration">Configuration</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">CodeCarbon API</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#id1">CodeCarbon API</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a></li>
+<li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
+<li class="toctree-l1"><a class="reference internal" href="comet.html">Comet Integration</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Logging</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="output.html">Output</a></li>
+<li class="toctree-l1"><a class="reference internal" href="to_logger.html">Collecting emissions to a logger</a></li>
+<li class="toctree-l1"><a class="reference internal" href="visualize.html">Visualize</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="index.html">CodeCarbon</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="index.html" class="icon icon-home"></a> &raquo;</li>
+      <li>CodeCarbon API</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="_sources/api.rst.txt" rel="nofollow"> View page source</a>
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="codecarbon-api">
+<span id="api"></span><h1>CodeCarbon API<a class="headerlink" href="#codecarbon-api" title="Permalink to this heading"></a></h1>
+<section id="id1">
+<h2>CodeCarbon API<a class="headerlink" href="#id1" title="Permalink to this heading"></a></h2>
+<div class="admonition warning">
+<p class="admonition-title">Warning</p>
+<p>This mode use the CodeCarbon API to upload the timeseries of your emissions on a central server. All data will be public!</p>
+</div>
+<p>Before using it, you need an experiment_id, to get one, run:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">codecarbon init</span>
+</pre></div>
+</div>
+<p>It will create a experiment_id on the default project and save it to <code class="docutils literal notranslate"><span class="pre">codecarbon.config</span></code></p>
+<p>Then you could tell CodeCarbon to monitor your machine :</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">codecarbon monitor</span>
+</pre></div>
+</div>
+<p>Or use the API in your code</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">codecarbon</span> <span class="kn">import</span> <span class="n">track_emissions</span>
+
+<span class="nd">@track_emissions</span><span class="p">(</span><span class="n">save_to_api</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="k">def</span> <span class="nf">train_model</span><span class="p">():</span>
+    <span class="c1"># GPU intensive training code  goes here</span>
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span><span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">train_model</span><span class="p">()</span>
+</pre></div>
+</div>
+<p>More options could be specified in <code class="docutils literal notranslate"><span class="pre">&#64;track_emissions</span></code> or in <code class="docutils literal notranslate"><span class="pre">.codecarbon.config</span></code></p>
+<p>The <a class="reference external" href="https://dashboard.codecarbon.io/">CodeCarbon dasboard</a> use <a class="reference external" href="https://api.codecarbon.io/">CodeCarbon API</a> to get the data</p>
+<p>The API do not have a nice web interface to create your own organization and project, you have to use <a class="reference external" href="https://api.codecarbon.io/docs">OpenAPI interface</a> for that.</p>
+<p>And so on for your team, project and experiment.</p>
+<p>You then have to set you experiment id in CodeCarbon, with two options:</p>
+<p>In the code:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">codecarbon</span> <span class="kn">import</span> <span class="n">track_emissions</span>
+<span class="nd">@track_emissions</span><span class="p">(</span>
+    <span class="n">measure_power_secs</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span>
+    <span class="n">api_call_interval</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span>
+    <span class="n">experiment_id</span><span class="o">=</span><span class="s2">&quot;your experiment id&quot;</span><span class="p">,</span>
+    <span class="n">save_to_api</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="k">def</span> <span class="nf">train_model</span><span class="p">():</span>
+</pre></div>
+</div>
+<p>Or in the config file <cite>.codecarbon.config</cite>:</p>
+<div class="highlight-ini notranslate"><div class="highlight"><pre><span></span><span class="k">[codecarbon]</span><span class="w"></span>
+<span class="na">experiment_id</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">your experiment id</span><span class="w"></span>
+<span class="na">save_to_api</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">true</span><span class="w"></span>
+</pre></div>
+</div>
+<p>But I see that you already did all that and have emissions data in the database, so we have to investigate for a bug in the interface.</p>
+<p>Thanks for taking time to report this.</p>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="usage.html" class="btn btn-neutral float-left" title="Quickstart" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="parameters.html" class="btn btn-neutral float-right" title="Parameters" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2020, BCG GAMMA, Comet.ml, Haverford College, MILA.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/docs/comet.html b/docs/comet.html
index 306c8e968..25766aa4d 100644
--- a/docs/comet.html
+++ b/docs/comet.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Comet Integration &mdash; CodeCarbon 2.2.7 documentation</title>
+  <title>Comet Integration &mdash; CodeCarbon 2.3.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -50,6 +50,7 @@
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installing CodeCarbon</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html">Quickstart</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html#configuration">Configuration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a></li>
 <li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Comet Integration</a></li>
diff --git a/docs/edit/api.rst b/docs/edit/api.rst
new file mode 100644
index 000000000..95eb2e414
--- /dev/null
+++ b/docs/edit/api.rst
@@ -0,0 +1,74 @@
+.. _api:
+
+CodeCarbon API
+==============
+
+
+CodeCarbon API
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. warning::
+    This mode use the CodeCarbon API to upload the timeseries of your emissions on a central server. All data will be public!
+
+Before using it, you need an experiment_id, to get one, run:
+
+.. code-block:: console
+
+    codecarbon init
+
+It will create a experiment_id on the default project and save it to ``codecarbon.config``
+
+Then you could tell CodeCarbon to monitor your machine :
+
+.. code-block:: console
+
+    codecarbon monitor
+
+Or use the API in your code
+
+.. code-block:: python
+
+    from codecarbon import track_emissions
+
+    @track_emissions(save_to_api=True)
+    def train_model():
+        # GPU intensive training code  goes here
+    if __name__ =="__main__":
+        train_model()
+
+More options could be specified in ``@track_emissions`` or in ``.codecarbon.config``
+
+The `CodeCarbon dasboard <https://dashboard.codecarbon.io/>`_ use `CodeCarbon API <https://api.codecarbon.io/>`_ to get the data
+
+The API do not have a nice web interface to create your own organization and project, you have to use `OpenAPI interface <https://api.codecarbon.io/docs>`_ for that.
+
+And so on for your team, project and experiment.
+
+You then have to set you experiment id in CodeCarbon, with two options:
+
+In the code:
+
+.. code-block:: python
+
+    from codecarbon import track_emissions
+    @track_emissions(
+        measure_power_secs=30,
+        api_call_interval=4,
+        experiment_id="your experiment id",
+        save_to_api=True,
+    )
+    def train_model():
+
+
+Or in the config file `.codecarbon.config`:
+
+.. code-block:: ini
+
+    [codecarbon]
+    experiment_id = your experiment id
+    save_to_api = true
+
+But I see that you already did all that and have emissions data in the database, so we have to investigate for a bug in the interface.
+
+Thanks for taking time to report this.
+
diff --git a/docs/edit/conf.py b/docs/edit/conf.py
index 1bd878f29..ead6a8550 100644
--- a/docs/edit/conf.py
+++ b/docs/edit/conf.py
@@ -23,7 +23,7 @@
 author = "BCG GAMMA, Comet.ml, Haverford College, MILA, Data For Good"
 
 # The full version, including alpha/beta/rc tags
-release = "2.2.7"
+release = "2.3.0"
 
 
 # -- General configuration ---------------------------------------------------
diff --git a/docs/edit/images/vscode_debug.png b/docs/edit/images/vscode_debug.png
new file mode 100644
index 000000000..f58c5b3a5
Binary files /dev/null and b/docs/edit/images/vscode_debug.png differ
diff --git a/docs/edit/index.rst b/docs/edit/index.rst
index a80375b4f..5c18fc81d 100755
--- a/docs/edit/index.rst
+++ b/docs/edit/index.rst
@@ -25,6 +25,7 @@ CodeCarbon
 
    installation
    usage
+   api
    parameters
    examples
    comet
diff --git a/docs/edit/installation.rst b/docs/edit/installation.rst
index eca696d34..583a05090 100755
--- a/docs/edit/installation.rst
+++ b/docs/edit/installation.rst
@@ -42,17 +42,18 @@ To install the package, run the following command in your terminal.
 Dependencies
 ------------
 
-pip
-~~~
-The following pip packages are used by the CodeCarbon package, and will be installed along with the package itself:
+The following packages are used by the CodeCarbon package, and will be installed along with the package itself:
 
 .. code-block::  bash
 
     arrow
-    click
-    fuzzywuzzy
     pandas
+    pynvml
+    requests
     psutil
     py-cpuinfo
-    pynvml
-    requests  
+    fuzzywuzzy
+    click
+    prometheus_client
+
+Please refer to `setup.py <https://github.com/mlco2/codecarbon/blob/347a802a3478a5740f04b3a7b6b5f379b38000a7/setup.py#L6>`_ for the latest list of the packages used.
diff --git a/docs/edit/methodology.rst b/docs/edit/methodology.rst
index 47090c49f..e21da6b4b 100644
--- a/docs/edit/methodology.rst
+++ b/docs/edit/methodology.rst
@@ -112,3 +112,13 @@ The net Power Used is the net power supply consumed during the compute time, mea
 References
 ----------
 `Energy Usage Reports: Environmental awareness as part of algorithmic accountability <https://arxiv.org/pdf/1911.08354.pdf>`_
+
+
+How CodeCarbon Works
+~~~~~~~~~~~~~~~~~~~~
+
+CodeCarbon use a scheduler that, by default, call for the measure every 15 seconds so it has no significant overhead.
+
+The measure itself is fast and CodeCarbon is designed to be as light as possible with a small memory footprint.
+
+The scheduler is started when the first ``start`` method is called and stopped when ``stop`` method is called.
diff --git a/docs/edit/parameters.rst b/docs/edit/parameters.rst
index 43f60003e..c44c075dc 100644
--- a/docs/edit/parameters.rst
+++ b/docs/edit/parameters.rst
@@ -31,6 +31,12 @@ Input Parameters
        | "error", or "critical"
    * - co2_signal_api_token
      - | API token for co2signal.com (requires sign-up for free beta)
+   * - pue
+     - | PUE (Power Usage Effectiveness) of the data center where the experiment is being run.
+
+PUE is a multiplication factor provided by the user, so it is up to the user to get it from his cloud provider.
+
+Old data-centers have a PUE up to 2.2, where new green one coud be as low as 1.1.
 
 Output parameters
 -----------------
@@ -87,7 +93,7 @@ Specific parameters for offline mode
      - Description
    * - country_iso_code
      - | 3 letter ISO Code of the country where the experiment is being run.
-       | Available countries are listed in `global_energy_mix.json <https://github.com/mlco2/codecarbon/blob/master/codecarbon/data/private_infra/2016/global_energy_mix.json>`_
+       | Available countries are listed in `global_energy_mix.json <https://github.com/mlco2/codecarbon/blob/master/codecarbon/data/private_infra/global_energy_mix.json>`_
    * - region
      - | Optional Name of the Province/State/City, where the infrastructure is hosted
        | Currently, supported only for US States and Canada
diff --git a/docs/edit/usage.rst b/docs/edit/usage.rst
index 17dfe085d..bc976fe80 100644
--- a/docs/edit/usage.rst
+++ b/docs/edit/usage.rst
@@ -11,6 +11,19 @@ Online Mode
 When the environment has internet access, the ``EmissionsTracker`` object or the ``track_emissions`` decorator can be used, which has
 ``offline`` parameter set to ``False`` by default.
 
+Command line
+~~~~~~~~~~~~
+
+If you want to track the emissions of a computer without having to modify your code, you can use the command line interface:
+
+.. code-block:: console
+
+    codecarbon monitor --no-api
+
+You have to stop the monitoring manually with ``Ctrl+C``.
+
+Implementing CodeCarbon in your code allows you to track the emissions of a specific block of code.
+
 Explicit Object
 ~~~~~~~~~~~~~~~
 In the case of absence of a single entry and stop point for the training code base, users can instantiate a ``EmissionsTracker`` object and
@@ -21,11 +34,38 @@ pass it as a parameter to function calls to start and stop the emissions trackin
    from codecarbon import EmissionsTracker
    tracker = EmissionsTracker()
    tracker.start()
-   # Compute intensive code goes here
-   tracker.stop()
+   try:
+        # Compute intensive code goes here
+        _ = 1 + 1
+   finally:
+        tracker.stop()
 
 This mode is recommended when using a Jupyter Notebook. You call ``tracker.start()`` at the beginning of the Notebook, and call ``tracker.stop()`` in the last cell.
 
+This mode also allows you to record the monitoring with ``tracker.flush()`` that writes the emissions to disk or call the API depending on the configuration, but keep running the experiment.
+
+If you want to monitor small piece of code, like a model inference, you could use the task manager:
+
+
+.. code-block:: python
+
+    try:
+        tracker = EmissionsTracker(project_name="bert_inference", measure_power_secs=10)
+        tracker.start_task("load dataset")
+        dataset = load_dataset("imdb", split="test")
+        imdb_emissions = tracker.stop_task()
+        tracker.start_task("build model")
+        model = build_model()
+        model_emissions = tracker.stop_task()
+    finally:
+        _ = tracker.stop()
+
+This way CodeCarbon will track the emissions of each task .
+The task will not be written to disk to prevent overhead, you have to get the results from the return of ``stop_task()``.
+If no name is provided, CodeCarbon will generate a uuid.
+
+Please note that you can't use task mode and normal mode at the same time. Because ``start_task`` will stop the scheduler as we do not want it to interfere with the task measurement.
+
 Context manager
 ~~~~~~~~~~~~~~~~
 The ``Emissions tracker`` also works as a context manager.
@@ -57,41 +97,6 @@ This mode is recommended if you have a training function.
 .. note::
     This will write a csv file named emissions.csv in the current directory
 
-CodeCarbon API (BETA)
-~~~~~~~~~~~~~~~~~~~~~~~~
-*(This feature is currently in BETA stage, meaning all features are not available)*
-
-.. warning::
-    This mode use the CodeCarbon API to upload the timeseries of your emissions on a central server. All data will be public!
-
-Before using it, you need an experiment_id, to get one, run:
-
-.. code-block:: console
-
-    codecarbon init
-
-It will create a experiment_id on the default project and save it to ``codecarbon.config``
-
-Then you could tell CodeCarbon to monitor your machine :
-
-.. code-block:: console
-
-    codecarbon monitor
-
-Or use the API in your code
-
-.. code-block:: python
-
-    from codecarbon import track_emissions
-
-    @track_emissions(save_to_api=True)
-    def train_model():
-        # GPU intensive training code  goes here
-    if __name__ =="__main__":
-        train_model()
-
-More options could be specified in ``@track_emissions`` or in ``.codecarbon.config``
-
 Offline Mode
 ------------
 An offline version is available to support restricted environments without internet access. The internal computations remain unchanged; however,
diff --git a/docs/examples.html b/docs/examples.html
index 18317d60c..a9b900e6a 100644
--- a/docs/examples.html
+++ b/docs/examples.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Examples &mdash; CodeCarbon 2.2.7 documentation</title>
+  <title>Examples &mdash; CodeCarbon 2.3.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -50,6 +50,7 @@
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installing CodeCarbon</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html">Quickstart</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html#configuration">Configuration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a></li>
 <li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Examples</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="#using-the-explicit-object">Using the Explicit Object</a></li>
diff --git a/docs/faq.html b/docs/faq.html
index 8738e9806..80061c907 100644
--- a/docs/faq.html
+++ b/docs/faq.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Frequently Asked Questions &mdash; CodeCarbon 2.2.7 documentation</title>
+  <title>Frequently Asked Questions &mdash; CodeCarbon 2.3.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -50,6 +50,7 @@
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installing CodeCarbon</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html">Quickstart</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html#configuration">Configuration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a></li>
 <li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
 <li class="toctree-l1"><a class="reference internal" href="comet.html">Comet Integration</a></li>
diff --git a/docs/genindex.html b/docs/genindex.html
index 71239b6c7..13da6d694 100644
--- a/docs/genindex.html
+++ b/docs/genindex.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Index &mdash; CodeCarbon 2.2.7 documentation</title>
+  <title>Index &mdash; CodeCarbon 2.3.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -47,6 +47,7 @@
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installing CodeCarbon</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html">Quickstart</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html#configuration">Configuration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a></li>
 <li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
 <li class="toctree-l1"><a class="reference internal" href="comet.html">Comet Integration</a></li>
diff --git a/docs/index.html b/docs/index.html
index fdf392886..303c8cab6 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>CodeCarbon &mdash; CodeCarbon 2.2.7 documentation</title>
+  <title>CodeCarbon &mdash; CodeCarbon 2.3.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -49,6 +49,7 @@
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installing CodeCarbon</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html">Quickstart</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html#configuration">Configuration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a></li>
 <li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
 <li class="toctree-l1"><a class="reference internal" href="comet.html">Comet Integration</a></li>
@@ -125,6 +126,10 @@ <h1>CodeCarbon<a class="headerlink" href="#codecarbon" title="Permalink to this
 <li class="toctree-l2"><a class="reference internal" href="usage.html#access-internet-through-proxy-server">Access internet through proxy server</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="api.html#id1">CodeCarbon API</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="parameters.html#input-parameters">Input Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="parameters.html#output-parameters">Output parameters</a></li>
diff --git a/docs/installation.html b/docs/installation.html
index 16ba19796..f54fdd10a 100644
--- a/docs/installation.html
+++ b/docs/installation.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Installing CodeCarbon &mdash; CodeCarbon 2.2.7 documentation</title>
+  <title>Installing CodeCarbon &mdash; CodeCarbon 2.3.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -50,14 +50,12 @@
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Installing CodeCarbon</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="#from-pypi-repository">From PyPi repository</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#from-conda-repository">From conda repository</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#dependencies">Dependencies</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#pip">pip</a></li>
-</ul>
-</li>
+<li class="toctree-l2"><a class="reference internal" href="#dependencies">Dependencies</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html">Quickstart</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html#configuration">Configuration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a></li>
 <li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
 <li class="toctree-l1"><a class="reference internal" href="comet.html">Comet Integration</a></li>
@@ -124,20 +122,19 @@ <h2>From conda repository<a class="headerlink" href="#from-conda-repository" tit
 </section>
 <section id="dependencies">
 <h2>Dependencies<a class="headerlink" href="#dependencies" title="Permalink to this heading"></a></h2>
-<section id="pip">
-<h3>pip<a class="headerlink" href="#pip" title="Permalink to this heading"></a></h3>
-<p>The following pip packages are used by the CodeCarbon package, and will be installed along with the package itself:</p>
+<p>The following packages are used by the CodeCarbon package, and will be installed along with the package itself:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>arrow
-click
-fuzzywuzzy
 pandas
-psutil
-py-cpuinfo
 pynvml
 requests
+psutil
+py-cpuinfo
+fuzzywuzzy
+click
+prometheus_client
 </pre></div>
 </div>
-</section>
+<p>Please refer to <a class="reference external" href="https://github.com/mlco2/codecarbon/blob/347a802a3478a5740f04b3a7b6b5f379b38000a7/setup.py#L6">setup.py</a> for the latest list of the packages used.</p>
 </section>
 </section>
 
diff --git a/docs/methodology.html b/docs/methodology.html
index 958121cd6..ed08c014b 100644
--- a/docs/methodology.html
+++ b/docs/methodology.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Methodology &mdash; CodeCarbon 2.2.7 documentation</title>
+  <title>Methodology &mdash; CodeCarbon 2.3.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -49,7 +49,10 @@
 <li class="toctree-l3"><a class="reference internal" href="#cpu">CPU</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="#references">References</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#references">References</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#how-codecarbon-works">How CodeCarbon Works</a></li>
+</ul>
+</li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="model_examples.html">Model Comparisons</a></li>
@@ -60,6 +63,7 @@
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installing CodeCarbon</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html">Quickstart</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html#configuration">Configuration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a></li>
 <li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
 <li class="toctree-l1"><a class="reference internal" href="comet.html">Comet Integration</a></li>
@@ -199,6 +203,12 @@ <h3>CPU<a class="headerlink" href="#cpu" title="Permalink to this heading"></
 <section id="references">
 <h2>References<a class="headerlink" href="#references" title="Permalink to this heading"></a></h2>
 <p><a class="reference external" href="https://arxiv.org/pdf/1911.08354.pdf">Energy Usage Reports: Environmental awareness as part of algorithmic accountability</a></p>
+<section id="how-codecarbon-works">
+<h3>How CodeCarbon Works<a class="headerlink" href="#how-codecarbon-works" title="Permalink to this heading"></a></h3>
+<p>CodeCarbon use a scheduler that, by default, call for the measure every 15 seconds so it has no significant overhead.</p>
+<p>The measure itself is fast and CodeCarbon is designed to be as light as possible with a small memory footprint.</p>
+<p>The scheduler is started when the first <code class="docutils literal notranslate"><span class="pre">start</span></code> method is called and stopped when <code class="docutils literal notranslate"><span class="pre">stop</span></code> method is called.</p>
+</section>
 </section>
 </section>
 
diff --git a/docs/model_examples.html b/docs/model_examples.html
index 64a405448..2c02928cf 100644
--- a/docs/model_examples.html
+++ b/docs/model_examples.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Model Comparisons &mdash; CodeCarbon 2.2.7 documentation</title>
+  <title>Model Comparisons &mdash; CodeCarbon 2.3.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -55,6 +55,7 @@
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installing CodeCarbon</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html">Quickstart</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html#configuration">Configuration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a></li>
 <li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
 <li class="toctree-l1"><a class="reference internal" href="comet.html">Comet Integration</a></li>
diff --git a/docs/motivation.html b/docs/motivation.html
index 7506b203c..994d8d8f3 100644
--- a/docs/motivation.html
+++ b/docs/motivation.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Motivation &mdash; CodeCarbon 2.2.7 documentation</title>
+  <title>Motivation &mdash; CodeCarbon 2.3.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -50,6 +50,7 @@
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installing CodeCarbon</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html">Quickstart</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html#configuration">Configuration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a></li>
 <li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
 <li class="toctree-l1"><a class="reference internal" href="comet.html">Comet Integration</a></li>
diff --git a/docs/objects.inv b/docs/objects.inv
index 8ac1a4c37..ecc5f67e4 100644
Binary files a/docs/objects.inv and b/docs/objects.inv differ
diff --git a/docs/output.html b/docs/output.html
index 3b6cc9a00..ca7748a3e 100644
--- a/docs/output.html
+++ b/docs/output.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Output &mdash; CodeCarbon 2.2.7 documentation</title>
+  <title>Output &mdash; CodeCarbon 2.3.0 documentation</title>
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 <li class="toctree-l1"><a class="reference internal" href="usage.html#configuration">Configuration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a></li>
 <li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a></li>
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index 3c64d0857..5855bd26b 100644
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+++ b/docs/parameters.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Parameters &mdash; CodeCarbon 2.2.7 documentation</title>
+  <title>Parameters &mdash; CodeCarbon 2.3.0 documentation</title>
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     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="Examples" href="examples.html" />
-    <link rel="prev" title="Quickstart" href="usage.html" /> 
+    <link rel="prev" title="CodeCarbon API" href="api.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -50,6 +50,7 @@
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installing CodeCarbon</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html">Quickstart</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html#configuration">Configuration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Parameters</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="#input-parameters">Input Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#output-parameters">Output parameters</a></li>
@@ -140,8 +141,16 @@ <h2>Input Parameters<a class="headerlink" href="#input-parameters" title="Permal
 </div>
 </td>
 </tr>
+<tr class="row-odd"><td><p>pue</p></td>
+<td><div class="line-block">
+<div class="line">PUE (Power Usage Effectiveness) of the data center where the experiment is being run.</div>
+</div>
+</td>
+</tr>
 </tbody>
 </table>
+<p>PUE is a multiplication factor provided by the user, so it is up to the user to get it from his cloud provider.</p>
+<p>Old data-centers have a PUE up to 2.2, where new green one coud be as low as 1.1.</p>
 </section>
 <section id="output-parameters">
 <h2>Output parameters<a class="headerlink" href="#output-parameters" title="Permalink to this heading"></a></h2>
@@ -245,7 +254,7 @@ <h2>Specific parameters for offline mode<a class="headerlink" href="#specific-pa
 <tr class="row-even"><td><p>country_iso_code</p></td>
 <td><div class="line-block">
 <div class="line">3 letter ISO Code of the country where the experiment is being run.</div>
-<div class="line">Available countries are listed in <a class="reference external" href="https://github.com/mlco2/codecarbon/blob/master/codecarbon/data/private_infra/2016/global_energy_mix.json">global_energy_mix.json</a></div>
+<div class="line">Available countries are listed in <a class="reference external" href="https://github.com/mlco2/codecarbon/blob/master/codecarbon/data/private_infra/global_energy_mix.json">global_energy_mix.json</a></div>
 </div>
 </td>
 </tr>
@@ -344,7 +353,7 @@ <h2>&#64;track_emissions<a class="headerlink" href="#track-emissions" title="Per
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
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+        <a href="api.html" class="btn btn-neutral float-left" title="CodeCarbon API" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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diff --git a/docs/search.html b/docs/search.html
index 4cac06367..4c0fce0ce 100644
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@@ -3,7 +3,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Search &mdash; CodeCarbon 2.2.7 documentation</title>
+  <title>Search &mdash; CodeCarbon 2.3.0 documentation</title>
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 <li class="toctree-l1"><a class="reference internal" href="usage.html#configuration">Configuration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a></li>
 <li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
 <li class="toctree-l1"><a class="reference internal" href="comet.html">Comet Integration</a></li>
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\ No newline at end of file
diff --git a/docs/to_logger.html b/docs/to_logger.html
index 3282a06c7..ba05f47e1 100644
--- a/docs/to_logger.html
+++ b/docs/to_logger.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Collecting emissions to a logger &mdash; CodeCarbon 2.2.7 documentation</title>
+  <title>Collecting emissions to a logger &mdash; CodeCarbon 2.3.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -50,6 +50,7 @@
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installing CodeCarbon</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html">Quickstart</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html#configuration">Configuration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a></li>
 <li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
 <li class="toctree-l1"><a class="reference internal" href="comet.html">Comet Integration</a></li>
diff --git a/docs/usage.html b/docs/usage.html
index 78aa651a1..aca17be93 100644
--- a/docs/usage.html
+++ b/docs/usage.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Quickstart &mdash; CodeCarbon 2.2.7 documentation</title>
+  <title>Quickstart &mdash; CodeCarbon 2.3.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -19,7 +19,7 @@
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="next" title="Parameters" href="parameters.html" />
+    <link rel="next" title="CodeCarbon API" href="api.html" />
     <link rel="prev" title="Installing CodeCarbon" href="installation.html" /> 
 </head>
 
@@ -50,10 +50,10 @@
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installing CodeCarbon</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Quickstart</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="#online-mode">Online Mode</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#command-line">Command line</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#explicit-object">Explicit Object</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#context-manager">Context manager</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#decorator">Decorator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#codecarbon-api-beta">CodeCarbon API (BETA)</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="#offline-mode">Offline Mode</a><ul>
@@ -69,6 +69,7 @@
 <li class="toctree-l2"><a class="reference internal" href="#access-internet-through-proxy-server">Access internet through proxy server</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a></li>
 <li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
 <li class="toctree-l1"><a class="reference internal" href="comet.html">Comet Integration</a></li>
@@ -112,6 +113,15 @@
 <h2>Online Mode<a class="headerlink" href="#online-mode" title="Permalink to this heading"></a></h2>
 <p>When the environment has internet access, the <code class="docutils literal notranslate"><span class="pre">EmissionsTracker</span></code> object or the <code class="docutils literal notranslate"><span class="pre">track_emissions</span></code> decorator can be used, which has
 <code class="docutils literal notranslate"><span class="pre">offline</span></code> parameter set to <code class="docutils literal notranslate"><span class="pre">False</span></code> by default.</p>
+<section id="command-line">
+<h3>Command line<a class="headerlink" href="#command-line" title="Permalink to this heading"></a></h3>
+<p>If you want to track the emissions of a computer without having to modify your code, you can use the command line interface:</p>
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">codecarbon monitor --no-api</span>
+</pre></div>
+</div>
+<p>You have to stop the monitoring manually with <code class="docutils literal notranslate"><span class="pre">Ctrl+C</span></code>.</p>
+<p>Implementing CodeCarbon in your code allows you to track the emissions of a specific block of code.</p>
+</section>
 <section id="explicit-object">
 <h3>Explicit Object<a class="headerlink" href="#explicit-object" title="Permalink to this heading"></a></h3>
 <p>In the case of absence of a single entry and stop point for the training code base, users can instantiate a <code class="docutils literal notranslate"><span class="pre">EmissionsTracker</span></code> object and
@@ -119,11 +129,32 @@ <h3>Explicit Object<a class="headerlink" href="#explicit-object" title="Permalin
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">codecarbon</span> <span class="kn">import</span> <span class="n">EmissionsTracker</span>
 <span class="n">tracker</span> <span class="o">=</span> <span class="n">EmissionsTracker</span><span class="p">()</span>
 <span class="n">tracker</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
-<span class="c1"># Compute intensive code goes here</span>
-<span class="n">tracker</span><span class="o">.</span><span class="n">stop</span><span class="p">()</span>
+<span class="k">try</span><span class="p">:</span>
+     <span class="c1"># Compute intensive code goes here</span>
+     <span class="n">_</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">+</span> <span class="mi">1</span>
+<span class="k">finally</span><span class="p">:</span>
+     <span class="n">tracker</span><span class="o">.</span><span class="n">stop</span><span class="p">()</span>
 </pre></div>
 </div>
 <p>This mode is recommended when using a Jupyter Notebook. You call <code class="docutils literal notranslate"><span class="pre">tracker.start()</span></code> at the beginning of the Notebook, and call <code class="docutils literal notranslate"><span class="pre">tracker.stop()</span></code> in the last cell.</p>
+<p>This mode also allows you to record the monitoring with <code class="docutils literal notranslate"><span class="pre">tracker.flush()</span></code> that writes the emissions to disk or call the API depending on the configuration, but keep running the experiment.</p>
+<p>If you want to monitor small piece of code, like a model inference, you could use the task manager:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">try</span><span class="p">:</span>
+    <span class="n">tracker</span> <span class="o">=</span> <span class="n">EmissionsTracker</span><span class="p">(</span><span class="n">project_name</span><span class="o">=</span><span class="s2">&quot;bert_inference&quot;</span><span class="p">,</span> <span class="n">measure_power_secs</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
+    <span class="n">tracker</span><span class="o">.</span><span class="n">start_task</span><span class="p">(</span><span class="s2">&quot;load dataset&quot;</span><span class="p">)</span>
+    <span class="n">dataset</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="s2">&quot;imdb&quot;</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="s2">&quot;test&quot;</span><span class="p">)</span>
+    <span class="n">imdb_emissions</span> <span class="o">=</span> <span class="n">tracker</span><span class="o">.</span><span class="n">stop_task</span><span class="p">()</span>
+    <span class="n">tracker</span><span class="o">.</span><span class="n">start_task</span><span class="p">(</span><span class="s2">&quot;build model&quot;</span><span class="p">)</span>
+    <span class="n">model</span> <span class="o">=</span> <span class="n">build_model</span><span class="p">()</span>
+    <span class="n">model_emissions</span> <span class="o">=</span> <span class="n">tracker</span><span class="o">.</span><span class="n">stop_task</span><span class="p">()</span>
+<span class="k">finally</span><span class="p">:</span>
+    <span class="n">_</span> <span class="o">=</span> <span class="n">tracker</span><span class="o">.</span><span class="n">stop</span><span class="p">()</span>
+</pre></div>
+</div>
+<p>This way CodeCarbon will track the emissions of each task .
+The task will not be written to disk to prevent overhead, you have to get the results from the return of <code class="docutils literal notranslate"><span class="pre">stop_task()</span></code>.
+If no name is provided, CodeCarbon will generate a uuid.</p>
+<p>Please note that you can’t use task mode and normal mode at the same time. Because <code class="docutils literal notranslate"><span class="pre">start_task</span></code> will stop the scheduler as we do not want it to interfere with the task measurement.</p>
 </section>
 <section id="context-manager">
 <h3>Context manager<a class="headerlink" href="#context-manager" title="Permalink to this heading"></a></h3>
@@ -153,34 +184,6 @@ <h3>Decorator<a class="headerlink" href="#decorator" title="Permalink to this he
 <p>This will write a csv file named emissions.csv in the current directory</p>
 </div>
 </section>
-<section id="codecarbon-api-beta">
-<h3>CodeCarbon API (BETA)<a class="headerlink" href="#codecarbon-api-beta" title="Permalink to this heading"></a></h3>
-<p><em>(This feature is currently in BETA stage, meaning all features are not available)</em></p>
-<div class="admonition warning">
-<p class="admonition-title">Warning</p>
-<p>This mode use the CodeCarbon API to upload the timeseries of your emissions on a central server. All data will be public!</p>
-</div>
-<p>Before using it, you need an experiment_id, to get one, run:</p>
-<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">codecarbon init</span>
-</pre></div>
-</div>
-<p>It will create a experiment_id on the default project and save it to <code class="docutils literal notranslate"><span class="pre">codecarbon.config</span></code></p>
-<p>Then you could tell CodeCarbon to monitor your machine :</p>
-<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><span class="go">codecarbon monitor</span>
-</pre></div>
-</div>
-<p>Or use the API in your code</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">codecarbon</span> <span class="kn">import</span> <span class="n">track_emissions</span>
-
-<span class="nd">@track_emissions</span><span class="p">(</span><span class="n">save_to_api</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-<span class="k">def</span> <span class="nf">train_model</span><span class="p">():</span>
-    <span class="c1"># GPU intensive training code  goes here</span>
-<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span><span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
-    <span class="n">train_model</span><span class="p">()</span>
-</pre></div>
-</div>
-<p>More options could be specified in <code class="docutils literal notranslate"><span class="pre">&#64;track_emissions</span></code> or in <code class="docutils literal notranslate"><span class="pre">.codecarbon.config</span></code></p>
-</section>
 </section>
 <section id="offline-mode">
 <h2>Offline Mode<a class="headerlink" href="#offline-mode" title="Permalink to this heading"></a></h2>
@@ -328,7 +331,7 @@ <h2>Access internet through proxy server<a class="headerlink" href="#access-inte
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
         <a href="installation.html" class="btn btn-neutral float-left" title="Installing CodeCarbon" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="parameters.html" class="btn btn-neutral float-right" title="Parameters" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="api.html" class="btn btn-neutral float-right" title="CodeCarbon API" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>
diff --git a/docs/visualize.html b/docs/visualize.html
index 6f3433688..53bcbe33a 100644
--- a/docs/visualize.html
+++ b/docs/visualize.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Visualize &mdash; CodeCarbon 2.2.7 documentation</title>
+  <title>Visualize &mdash; CodeCarbon 2.3.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -49,6 +49,7 @@
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installing CodeCarbon</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html">Quickstart</a></li>
 <li class="toctree-l1"><a class="reference internal" href="usage.html#configuration">Configuration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">CodeCarbon API</a></li>
 <li class="toctree-l1"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
 <li class="toctree-l1"><a class="reference internal" href="comet.html">Comet Integration</a></li>
diff --git a/examples/bert_inference.py b/examples/bert_inference.py
new file mode 100644
index 000000000..15538f14d
--- /dev/null
+++ b/examples/bert_inference.py
@@ -0,0 +1,42 @@
+from datasets import load_dataset
+from transformers import pipeline
+
+from codecarbon import EmissionsTracker
+
+device = "cuda"
+
+
+def build_model():
+    model = pipeline("fill-mask", model="bert-base-uncased", device=0)
+    return model
+
+
+def main():
+    tracker = EmissionsTracker(project_name="bert_inference", measure_power_secs=0.1)
+    tracker.start()
+    tracker.start_task("load dataset")
+    dataset = load_dataset("imdb", split="test")
+    tracker.stop_task()
+    tracker.start_task("build model")
+    model = build_model()
+    tracker.stop_task()
+    counter = 0
+    for d in dataset[:100]["text"]:
+        d = " ".join(d.split())[:50]
+        inference_task_name = "Inference"
+        tracker.start_task(inference_task_name)
+        print(model(d + " [MASK]"))
+        tracker.stop_task()
+        counter += 1
+
+    emissions = tracker.stop()
+
+    print(f"Emissions : {1000 * emissions} g CO₂")
+    for task_name, task in tracker._tasks.items():
+        print(
+            f"Emissions : {1000 * task.emissions_data.emissions} g CO₂ for task {task_name}"
+        )
+
+
+if __name__ == "__main__":
+    main()
diff --git a/examples/emissions.csv b/examples/emissions.csv
index a352eed8b..721e802bf 100644
--- a/examples/emissions.csv
+++ b/examples/emissions.csv
@@ -98,4 +98,4 @@ timestamp,project_name,duration,emissions,emissions_rate,cpu_power,gpu_power,ram
 2020-07-20T09:26:11,project_gamma,45,4,2,9,0,1.234538293,9,0,0.156533898,9,USA,USA,Ohio,N,,,,,,,,,,,,,,,,
 2020-07-21T15:26:11,project_beta,14,1,0.5,8,0,1.234538327,8,0,0.156533905,8,Canada,CAN,Ontario,N,,,,,,,,,,,,,,,,
 2020-07-22T21:26:11,project_alpha,48,4,2,6,0,1.234538361,6,0,0.156533913,6,Canada,CAN,Ontario,N,,,,,,,,,,,,,,,,
-2020-07-24T03:26:11,project_theta,32,8,4,5,0,1.234538396,5,0,0.15653392,5,Brazil,BRA,Sao Paulo,N,,brazilsouth,,,,,,,,,,,,,,
\ No newline at end of file
+2020-07-24T03:26:11,project_theta,32,8,4,5,0,1.234538396,5,0,0.15653392,5,Brazil,BRA,Sao Paulo,N,,brazilsouth,,,,,,,,,,,,,,
diff --git a/examples/mnist_inference.py b/examples/mnist_inference.py
new file mode 100644
index 000000000..c7063817d
--- /dev/null
+++ b/examples/mnist_inference.py
@@ -0,0 +1,64 @@
+import tensorflow as tf
+from sklearn.model_selection import GridSearchCV
+from tensorflow.keras.wrappers.scikit_learn import KerasClassifier
+
+from codecarbon import EmissionsTracker
+from codecarbon.emissions_tracker import TaskEmissionsTracker, track_task_emissions
+
+tracker = EmissionsTracker(
+    project_name="mnist_inference", measure_power_secs=0.1, log_level="error"
+)
+
+
+def build_model():
+    model = tf.keras.models.Sequential(
+        [
+            tf.keras.layers.Flatten(input_shape=(28, 28)),
+            tf.keras.layers.Dense(128, activation="relu"),
+            tf.keras.layers.Dropout(0.2),
+            tf.keras.layers.Dense(10),
+        ]
+    )
+    loss_fn = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True)
+    model.compile(optimizer="adam", loss=loss_fn, metrics=["accuracy"])
+    return model
+
+
+@track_task_emissions(task_name="inference", tracker=tracker)
+def predict(grid, x_test):
+    grid.predict(x_test)
+
+
+def main():
+    mnist = tf.keras.datasets.mnist
+    (x_train, y_train), (x_test, y_test) = mnist.load_data()
+    x_train, x_test = x_train / 255.0, x_test / 255.0
+
+    tracker.start()
+
+    # First mode of task emission tracking, using explicit functions start_task & stop_task
+    tracker.start_task("build model")
+    model = KerasClassifier(build_fn=build_model, epochs=1)
+    tracker.stop_task()
+    param_grid = dict(batch_size=list(range(32, 256 + 32, 32)))
+
+    # Track task emissions using the context manager
+    with TaskEmissionsTracker(task_name="Grid search", tracker=tracker):
+        grid = GridSearchCV(estimator=model, param_grid=param_grid)
+    grid.fit(x_train, y_train)
+
+    for _ in range(10):
+        # Third tracking mode for tasks, use a decorated function with track_task_emissions decorator
+        predict(grid, x_test)
+
+    emissions = tracker.stop()
+
+    print(f"Emissions : {emissions} kg CO₂")
+    for task_name, task in tracker._tasks.items():
+        print(
+            f"Emissions : {task.emissions_data.emissions} kg CO₂ for task {task_name}"
+        )
+
+
+if __name__ == "__main__":
+    main()
diff --git a/examples/task_inference.py b/examples/task_inference.py
new file mode 100644
index 000000000..f5b44ac85
--- /dev/null
+++ b/examples/task_inference.py
@@ -0,0 +1,58 @@
+from time import sleep
+
+from codecarbon import EmissionsTracker
+
+
+def load_dataset(dataset, split):
+    print(f"Loading dataset {dataset} {split}")
+    sleep(5)
+    return dataset
+
+
+def build_model():
+    model = "huge_model"
+    sleep(5)
+    return model
+
+
+def inference(model, data, inference_task_name):
+    print(f"Running inference {inference_task_name} on {model} {data}")
+    sleep(5)
+    return "inference_result"
+
+
+def main():
+    try:
+        tracker = EmissionsTracker(project_name="bert_inference", measure_power_secs=10)
+        tracker.start()
+
+        tracker.start_task("load dataset")
+        dataset = load_dataset("imdb", split="test")
+        tracker.stop_task()
+        tracker.start_task("build model")
+        model = build_model()
+        tracker.stop_task()
+        for i in range(2):
+            inference_task_name = "Inference" + str(i)
+            tracker.start_task(inference_task_name)
+            inference(model, dataset, inference_task_name)
+            tracker.stop_task()
+    finally:
+        emissions = tracker.stop()
+
+    print(f"Emissions : {1000 * emissions} g CO₂")
+    for task_name, task in tracker._tasks.items():
+        print(
+            f"Emissions : {1000 * task.emissions_data.emissions} g CO₂ for task {task_name}"
+        )
+        print(
+            f"\tEnergy : {1000 * task.emissions_data.cpu_energy} Wh {1000 * task.emissions_data.gpu_energy} Wh RAM{1000 * task.emissions_data.ram_energy}Wh"
+        )
+        print(
+            f"\tPower CPU:{ task.emissions_data.cpu_power:.0f}W GPU:{ task.emissions_data.gpu_power:.0f}W RAM{ task.emissions_data.ram_power:.0f}W"
+            + f" during {task.emissions_data.duration} seconds."
+        )
+
+
+if __name__ == "__main__":
+    main()
diff --git a/setup.py b/setup.py
index b1ea5e0df..2ca59cb96 100644
--- a/setup.py
+++ b/setup.py
@@ -20,7 +20,7 @@
 
 setuptools.setup(
     name="codecarbon",
-    version="2.2.7",
+    version="2.3.0",
     author="Mila, DataForGood, BCG GAMMA, Comet.ml, Haverford College",
     long_description=long_description,
     long_description_content_type="text/markdown",
diff --git a/tests/test_tracking_inference.py b/tests/test_tracking_inference.py
new file mode 100644
index 000000000..63597f2e0
--- /dev/null
+++ b/tests/test_tracking_inference.py
@@ -0,0 +1,115 @@
+import os
+import shutil
+import time
+import unittest
+
+from pandas import read_csv
+
+from codecarbon import EmissionsTracker
+
+OUTPUT_DIR = "test_task_data"
+
+
+def heavy_computation(run_time_secs: float = 3):
+    end_time: float = time.time() + run_time_secs  # Run for `run_time_secs` seconds
+    while time.time() < end_time:
+        _ = 1e9 / 1e10
+
+
+def mock_load_model():
+    model = [str(i) for i in range(100_000)]
+
+    return model
+
+
+class InferenceClass:
+    def __init__(self):
+        self.model = mock_load_model()
+
+    def predict(self, input_data):
+        heavy_computation(input_data)
+
+
+class TestCarbonInferenceTracker(unittest.TestCase):
+    def setUp(self) -> None:
+        tmp_dir = OUTPUT_DIR
+        if not os.path.exists(tmp_dir):
+            os.makedirs(tmp_dir)
+
+    def tearDown(self) -> None:
+        tmp_dir = OUTPUT_DIR
+        shutil.rmtree(tmp_dir)
+
+    def test_tracker_measures_model_loading_task(self):
+        tracker = EmissionsTracker(measure_power_secs=1, save_to_file=False)
+
+        tracker.start()
+        tracker.start_task("model_loading")
+        inference_class = InferenceClass()
+        tracker.stop_task("model_loading")
+        del inference_class
+        model_loading_task = tracker._tasks["model_loading"]
+        actual_cpu_energy = model_loading_task.emissions_data.cpu_energy
+        actual_gpu_energy = model_loading_task.emissions_data.gpu_energy
+        actual_ram_energy = model_loading_task.emissions_data.ram_energy
+        tracker.stop()
+
+        # Then
+        assert actual_cpu_energy < tracker.final_emissions_data.cpu_energy
+        assert actual_gpu_energy <= tracker.final_emissions_data.gpu_energy
+        assert actual_ram_energy < tracker.final_emissions_data.ram_energy
+
+    def test_tracker_measures_correctly_each_inference_from_task(self):
+        tracker = EmissionsTracker(measure_power_secs=1, save_to_file=False)
+
+        tracker.start()
+
+        tracker.start_task("model_loading")
+        inference_class = InferenceClass()
+        tracker.stop_task("model_loading")
+        nb_inferences = 3
+        for i in range(nb_inferences):
+            inference_task_name = "inference_" + str(i)
+            tracker.start_task(inference_task_name)
+            inference_class.predict(i)
+            tracker.stop_task(inference_task_name)
+        del inference_class
+        tasks = tracker._tasks
+        tracker.stop()
+
+        assert len(tasks) == nb_inferences + 1
+
+    def test_tracker_outputs_data_point_for_each_task_logged(self):
+        experiment_name = "base_2"
+        tracker = EmissionsTracker(
+            measure_power_secs=1,
+            save_to_file=True,
+            output_dir=OUTPUT_DIR,
+            experiment_name=experiment_name,
+        )
+        expected_task_list = [
+            "model_loading",
+            "inference_0",
+            "inference_1",
+            "inference_2",
+        ]
+
+        tracker.start()
+
+        tracker.start_task("model_loading")
+        run_id = tracker.run_id.__str__()
+        inference_class = InferenceClass()
+        tracker.stop_task("model_loading")
+
+        for i in range(3):
+            inference_task_name = "inference_" + str(i)
+            tracker.start_task(inference_task_name)
+            inference_class.predict(i)
+            tracker.stop_task(inference_task_name)
+
+        tracker.stop()
+
+        task_file_path = "emissions_" + experiment_name + "_" + run_id + ".csv"
+        actual_task_data = read_csv(os.path.join(OUTPUT_DIR, task_file_path))
+
+        assert expected_task_list == list(actual_task_data.task_name)