Time#

class composer.Time(value, unit)[source]#

Time represents static durations of training time in terms of a TimeUnit enum.

See the Time Guide for more details on tracking time during training.

To construct an instance of Time, you can either:

Use a value followed by a TimeUnit enum or string. For example,

>>> Time(5, TimeUnit.EPOCH)  # describes 5 epochs.
Time(5, TimeUnit.EPOCH)
>>> Time(30_000, "tok")  # describes 30,000 tokens.
Time(30000, TimeUnit.TOKEN)
>>> Time(0.5, "dur")  # describes 50% of the training process.
Time(0.5, TimeUnit.DURATION)

Use one of the helper methods. See:

Time.from_epoch()
Time.from_batch()
Time.from_sample()
Time.from_token()
Time.from_duration()
Time.from_timestring().

Time supports addition and subtraction with other Time instances that share the same TimeUnit. For example:

>>> Time(1, TimeUnit.EPOCH) + Time(2, TimeUnit.EPOCH)
Time(3, TimeUnit.EPOCH)

Time supports multiplication. The multiplier must be either a number or have units of TimeUnit.DURATION. The multiplicand is scaled, and its units are kept.

>>> Time(2, TimeUnit.EPOCH) * 0.5
Time(1, TimeUnit.EPOCH)

>>> Time(2, TimeUnit.EPOCH) * Time(0.5, TimeUnit.DURATION)
Time(1, TimeUnit.EPOCH)

Time supports division. If the divisor is an instance of Time, then it must have the same units as the dividend, and the result has units of TimeUnit.DURATION. For example:

>>> Time(4, TimeUnit.EPOCH) / Time(2, TimeUnit.EPOCH)
Time(2.0, TimeUnit.DURATION)

If the divisor is number, then the dividend is scaled, and it keeps its units. For example:

>>> Time(4, TimeUnit.EPOCH) / 2
Time(2, TimeUnit.EPOCH)

Parameters

value (int | float) – The amount of time.
unit (str | TimeUnit) – The TimeUnit for value.

classmethod from_batch(batch)[source]#

Create a Time with units of TimeUnit.BATCH.

Equivalent to Time(batch, TimeUnit.BATCH).

Parameters: batch (int) – Number of batches.
Returns: Time – Time instance, in batches.

classmethod from_duration(duration)[source]#

Create a Time with units of TimeUnit.DURATION.

Equivalent to Time(duration, TimeUnit.DURATION).

Parameters: duration (float) – Duration of the training process. Should be on [0, 1) where 0 represents the beginning of the training process and 1 represents a completed training process.
Returns: Time – Time instance, in duration.

classmethod from_epoch(epoch)[source]#

Create a Time with units of TimeUnit.EPOCH.

Equivalent to Time(epoch, TimeUnit.EPOCH).

Parameters: epoch (int) – Number of epochs.
Returns: Time – Time instance, in epochs.

classmethod from_input(i, default_int_unit=None)[source]#

Parse a time input into a Time instance.

Parameters

i (str | int | Time) – The time input.
default_int_unit (TimeUnit, optional) – The default unit to use if i is an integer

>>> Time.from_input("5ep")
Time(5, TimeUnit.EPOCH)
>>> Time.from_input(5, TimeUnit.EPOCH)
Time(5, TimeUnit.EPOCH)

Returns: Time – An instance of Time.

classmethod from_iteration(iteration)[source]#

Create a Time with units of TimeUnit.ITERATION.

Equivalent to Time(iteration, TimeUnit.ITERATION).

Parameters: iteration (int) – Number of iterations.
Returns: Time – Time instance, in iterations.

classmethod from_sample(sample)[source]#

Create a Time with units of TimeUnit.SAMPLE.

Equivalent to Time(sample, TimeUnit.SAMPLE).

Parameters: sample (int) – Number of samples.
Returns: Time – Time instance, in samples.

classmethod from_timedelta(timestring)[source]#

Create a Time with units of TimeUnit.SECOND.

Equivalent to Time(batch, TimeUnit.SECOND).

Parameters: timestring (int) – timedelta string in _h_m_s.
Returns: Time – Time instance, in seconds.

classmethod from_timestring(timestring)[source]#

Parse a time string into a Time instance.

A time string is a numerical value followed by the value of a TimeUnit enum. For example:

>>> Time.from_timestring("5ep")  # describes 5 epochs.
Time(5, TimeUnit.EPOCH)
>>> Time.from_timestring("3e4tok")  # describes 30,000 tokens.
Time(30000, TimeUnit.TOKEN)
>>> Time.from_timestring("0.5dur")  # describes 50% of the training process.
Time(0.5, TimeUnit.DURATION)

Returns: Time – An instance of Time.

classmethod from_token(token)[source]#

Create a Time with units of TimeUnit.TOKEN.

Equivalent to Time(sample, TimeUnit.TOKEN).

Parameters: token (int) – Number of tokens.
Returns: Time – Time instance, in tokens.

to_timestring()[source]#

Get the time-string representation.

For example:

>>> Time(5, TimeUnit.EPOCH).to_timestring()
'5ep'

Returns: str – The time-string representation.

property unit#: The unit of the time.

property value#: The value of the time, as a number.