4.0.5

• Limiting length of synthetic generation prompts
• Posting more to tauvision again
• Fix for miners who sometimes get partial llm lines streamed
• Pinning Numpy version to fix version issues

4.0.4

• Hotfix to Capacities diminishing every period

4.0.3

• Hotfix to capacities calculation

4.0.2

• Hotfixes to uid period scores

4.0.1

Refactored Weights Setting:

• Made the weights setting process modular.

Fixed Quality Score Finder Bug:

• Corrected the issue in the quality score finder to ensure accurate scoring.

Indexed Database:

• Indexed the database to improve performance and retrieval times.

Increased Synthetic Rate:

• Increased the rate at which synthetic querying happens.

Enhanced Task Selection for Scoring:

• Selected tasks for scoring based on the lack of scores in reward data, so a more accurate picture of a miner is gathered.

Adjusted Period Decay Score:

• Reduced the decay rate of period scores over time.

4.0

🚀 High Level Flow Changes

• Validators will auto adjust to maximize the capacity of a miner on 60-min intervals 🚀
• Miners can chose to rate limit by adjusting their task config files (be careful with your HTTP 429s 🛑)
• Dropped Finetune for now 👋
• Dropped GoAPI SOTA API requirement (savings here) 🫡
• Miners will have massively increased visibility onto their performance through dashboards 🔥

Scoring overview

• Validators synthetically score miners on these requests, calculating a
  period_score
  , which represents reliability.
• Validators workflow for each task:
  • Use the quality scores calculated from the scoring of all tasks for this UID, with a preference for quality scores from this specific task.
  • Use a decaying weighted average of previous period scores to calculate a weighted period score.
  • Combine the weighted period score with the task quality score and multiply by volume to get the effective volume (capacity).
  • Compare the effective capacities with others to get a score for this UID for the task.
  • Weight all scores across each task using the subnet-level task weights to derive an overall incentive score.
  • Miners can rate limit explicitly to validators without incurring a greater penalty, depending on volume.

🆙 Upgrades

• Bittensor upgrade to version 6.9.3.

🔧 Validator Enhancements

• Validators to store extensive stats information.
• Reworked weight setting to utilize announced capacities and 'evidence' of those capacities.
• Increased range for speed scores.
• Posted stats for sexy dashboards.
• Small bug fixes for validator proxy.
• Implemented smart load balancing between miners for organic requests using a doubly linked list.
• Cleaned up outdated code.
• Separated validator into specific duties.