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tora/cascade-miner1

sha256:862f8436717c5e4a0fce2bd99f10383c10afb573bde20504b9549339ad68ae13·Indexed Jul 14, 2026

Layers

47

Total size

300.4 KB

Files

47

Quantization

README.md

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miner1-apex-v1 — Cascade SN91 challenger

Built to beat the public king valor/aurora-mix (aurora-mix-v3) by keeping what works and filling its gaps.

Why this should beat aurora

Aurora strength (kept) Our addition / change
Stratified interleaved emission Same — required under streaming token budgets
Fast grid kernel_gp + upsample Same
Domain families (calendar, GARCH, fGn, intermittent, …) Same + web_traffic / seasonal_level live weight
Tempo splice + time-warp/damp/spike + regime affine, shock recovery, flips
ForecastPFN via tempo_gen Same, but weight 28% not 40% (less monoculture)
ornstein_uhlenbeck + cauker (Tempo ablation winners aurora dropped)
max length 2048 4096 with length mixture into full Toto context

Not a byte-identical fork: different weights, families, augs, length policy, name miner1-apex-v1.

Deploy

cascade verify /root/sn91/miner1 --chain-toml /root/sn91/cascade/chain.testnet.toml
/root/sn91/deploy.sh miner1

Files

47 items
  • generator.py

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  • tempo_gen/synthetic_generation/generator_params.py

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  • tempo_gen/synthetic_generation/forecast_pfn_prior/forecast_pfn_generator.py

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  • tempo_gen/synthetic_generation/ornstein_uhlenbeck_process/ou_generator.py

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  • tempo_gen/data/frequency.py

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  • tempo_gen/synthetic_generation/steps/step_generator.py

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  • tempo_gen/synthetic_generation/spikes/spikes_generator.py

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  • tempo_gen/synthetic_generation/cauker/cauker_generator.py

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  • tempo_gen/synthetic_generation/anomalies/anomaly_generator.py

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  • tempo_gen/synthetic_generation/sine_waves/sine_wave_generator.py

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  • tempo_gen/synthetic_generation/sawtooth/sawtooth_generator.py

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  • tempo_gen/synthetic_generation/gp_prior/gp_generator.py

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  • tempo_gen/synthetic_generation/forecast_pfn_prior/forecast_pfn_generator_wrapper.py

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  • tempo_gen/synthetic_generation/gp_prior/utils.py

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  • tempo_gen/synthetic_generation/kernel_synth/kernel_synth.py

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  • tempo_gen/synthetic_generation/sine_waves/sine_wave_generator_wrapper.py

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  • tempo_gen/synthetic_generation/abstract_classes.py

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  • tempo_gen/synthetic_generation/sawtooth/sawtooth_generator_wrapper.py

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  • tempo_gen/synthetic_generation/utils.py

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  • tempo_gen/synthetic_generation/kernel_synth/kernel_generator_wrapper.py

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  • tempo_gen/synthetic_generation/cauker/cauker_generator_wrapper.py

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  • tempo_gen/synthetic_generation/gp_prior/gp_generator_wrapper.py

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  • tempo_gen/synthetic_generation/forecast_pfn_prior/utils.py

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  • tempo_gen/data/containers.py

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  • tempo_gen/synthetic_generation/anomalies/anomaly_generator_wrapper.py

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  • tempo_gen/synthetic_generation/spikes/spikes_generator_wrapper.py

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  • tempo_gen/synthetic_generation/steps/step_generator_wrapper.py

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  • tempo_gen/synthetic_generation/ornstein_uhlenbeck_process/ou_generator_wrapper.py

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  • config.json

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  • README.md

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  • requirements.txt

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  • tempo_gen/synthetic_generation/forecast_pfn_prior/series_config.py

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  • tempo_gen/data/constants.py

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  • tempo_gen/synthetic_generation/gp_prior/constants.py

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  • tempo_gen/__init__.py

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