Subnet Hyperparameters
In addition to miners and validator code, each subnet has a set of parameters (often referred to as hyper parameters) that define how it will interact with the bittensor network.
Taostats
Each subnet has a Hyperparameters option:
Using CLI
To see the parameters of a subnet, use the btcli su get
or btcli s hyperparameters
Here are example parameters from Subnet 15 at the time of writing:
btcli s hyperparameters
Enter netuid [0/1/2/3/4/5/6/7/8/9/10/11/12/13/14/15/16/17/18/19/20/21/22/23/24/25/26/27/28/29/30/31/32/33/34/35/36/37/38/39/40/41/42] (0): 18
Subnet Hyperparameters - NETUID: 18 - finney
HYPERPARAMETER VALUE NORMALIZED
rho 10 10
kappa 32767 0.4999923705
immunity_period 5000 5000
min_allowed_weights 1 1
max_weight_limit 65535 1
tempo 360 360
min_difficulty 18446744073709551615 1
max_difficulty 18446744073709551615 1
weights_version 0 0
weights_rate_limit 100 100
adjustment_interval 360 360
activity_cutoff 5000 5000
registration_allowed True True
target_regs_per_interval 2 2
min_burn 1000000000 τ1.000000000
max_burn 100000000000 τ100.000000000
bonds_moving_avg 900000 4.878909776e-14
max_regs_per_block 1 1
serving_rate_limit 5 5
max_validators 64 64
adjustment_alpha 10535282500000000000 0.5711188087
difficulty 18446744073709551615 1
commit_reveal_weights_interval 1000 1000
commit_reveal_weights_enabled False False
alpha_high 58982 0.9000076295
alpha_low 45875 0.7000076295
liquid_alpha_enabled False False
Hyperparameter descriptions
- rho: 10 for all subnets. Rho (p) is calculated based on the network's target inflation and actual neuron staking. It adjusts the emission rate of the TAO token to balance the network's economy and dynamics. The formula for Rho is defined as: p = (Staking_Target / Staking_Actual) * Inflation_Target. Here, Staking_Target and Staking_Actual represent the desired and actual total stakes in the network, while Inflation_Target is the predefined inflation rate goal.
- kappa: 32767 for all subnets. Kappa (κ) is used in the calculation of neuron ranks, which determine their share of network incentives. It is derived from the softmax function applied to the inter-neuronal weights set by each neuron. The formula for Kappa is: κ_i = exp(w_i) / Σ(exp(w_j)), where w_i represents the weight set by neuron i, and the denominator is the sum of exponential weights set by all neurons. This mechanism ensures a normalized and probabilistic distribution of ranks based on relative weights.
- Immunity Period: This parameter defines the duration during which new neurons are protected from certain network penalties or restrictions. (At 12 s/block, 1000 blocks is ~ 3.3 hours.)
- Min Allowed Weights: The minimum number of UIDs a subnet validator must set weights on, before the subnet validator is allowed to set weights on the blockhain.
- Max Weight Limit: Highest weight value that can be set by a validator. This is a float value.
- Tempo: Cadence of updates, in blocks.
- min_difficulty: Obsolete - no longer used.
- max_difficulty: Obsolete - no longer used.
- weights version: Sets the minimum version of validator code that a validator can use (and still set weights).
- weights rate limit: time (in blocks) that a validator may update weights.
- adjustment_interval: Time (in blocks) after which the node registration cost is re-evaluated. If the number of actual registrations that occurred in the last
adjustment_interval
is higher than thetarget_regs_per_interval
, then the blockchain will raise the recycle register cost, by increasing themin_burn
value by a certain amount, in order to slow down the actual registrations and bring them back totarget_regs_per_interval
value. - activity cutoff:
- Expressed in number of blocks. If a subnet validator has not set weights on the blockchain for
activity_cutoff
duration, then the Yuma Consensus will consider this subnet validator as offline, i.e., turned off. The weights of this subnet validator are considered too old to be useful. The weights of this subnet validator slowly lose their impact over time and eventually will no longer be considered for consensus calculation.
- Expressed in number of blocks. If a subnet validator has not set weights on the blockchain for
- registration_allowed: When a subnet updates or there is an issue - the subnet owner may pause registrations to allow for all miners and validators to update their servers without the risk of deregistration.
- target_regs_per_interval: Number of nodes that can be registered per epoch. In the example above, just one node can be registered per interval.
- min_burn/max_burn: Node registration costs (in rao - 1e-9 tao). The right column shows the value in tao.
- serving_rate_limit: Determines how often you can change your node's IP address on the blockchain. Expressed in number of blocks. Applies to both subnet validator and subnet miner nodes. Used when you move your node to a new machine.
- Bonds Moving Avg :
- This parameter controls how fast bonds will decay in the entire subnet. This is a unitless number. This number has a direct impact on subnet validator. The faster the bonds decay the quicker a subnet validator will lose its dividends after the subnet validator is out of the
activity_cutoff
.
If thisbonds_moving_avg
value is low, then the moving average of the bonds will decay slowly. This will allow the subnet validator to become active again, start setting new weights and start earning new bonds.
If thisbonds_moving_avg
value is high, then bonds in the subnet decay quickly. As a result, a subnet validator who has fallen out of theactivity_cutoff
and hence is running the risk of being viewed as "turned off", may not be able to become active again.
- This parameter controls how fast bonds will decay in the entire subnet. This is a unitless number. This number has a direct impact on subnet validator. The faster the bonds decay the quicker a subnet validator will lose its dividends after the subnet validator is out of the
- Max Validators: The number of validator slots available in the subnet.
- Adjustment alpha: Larger numbers smooth the registration burn costs epoch to epoch.
- difficulty No longer used
- Commit Reveal Weights Interval: Weights are encrypted for this many blocks (to prevent Weight Copying).
- Commit Reveal Weights Enabled: Boolean if commit reveal is on or off.
- Liquid Alpha Enabled: Liquid alpha allows for a Consensus based weights.
Updated 25 days ago