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GAP-models

elichen-skymizer

This repository backs up the retained local models used for GAP reference generation and quantization evaluation. It contains multiple model families and checkpoints. Select an individual checkpoint and its projector when loading a model. The directory layout preserves the original model-family/provider paths. The two Kimi checkpoints keep their separate directories, conversion records, and original Hugging Face source files. Split GGUF files, projectors, and draft heads are retained with their model files. The manifest records file sizes, SHA256 values, checksum evidence, and pinned source identities. SHA256SUMS covers the backed-up source files. Files produced by local conversion retain their conversion records; a pinned base checkpoint does not imply that the converted GGUF was downloaded from that source repository.

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Cost analysis

Adjust monthly token usage to compare estimated API costs.

Monthly input tokens 10 MMonthly output tokens 2 M1 M = 1 million tokens · USD
Compares base text-token rates within the same channel

Uses collected, comparable USD-per-million-token rates. Snapshots exclude cache discounts, tiers, extra reasoning output and taxes. Check current source prices.

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How should API prices be compared?+

Separate input, output and cache rates, then estimate the same workload. Image, audio and video rates may use items, duration or resolution rather than tokens.

Do open weights mean free commercial use?+

Not necessarily. Check each version’s license, commercial restrictions and policies. Self-hosting also incurs compute and maintenance costs.

Is the top-ranked model the best for me?+

Rankings depend on tasks, versions and methods. Compare accuracy, latency, reliability and costs on your own workload.

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