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honza-rosecky  updated a Space about 9 hours ago
thinletter/README
honza-rosecky  updated a model about 9 hours ago
thinletter/ThinCtx-Qwen3.5-2B
honza-rosecky  published a model about 9 hours ago
thinletter/ThinCtx-Qwen3.5-2B
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honza-rosecky 
updated a Space about 9 hours ago
honza-rosecky 
updated a model about 9 hours ago
honza-rosecky 
published a model about 9 hours ago
honza-rosecky 
updated a model about 9 hours ago
honza-rosecky 
published a model about 9 hours ago
honza-rosecky 
updated 2 models 22 days ago
honza-rosecky 
updated a Space 24 days ago
honza-rosecky 
in thinletter/harrier-0.6b-vq-clients 27 days ago

Prompt-K/V variants added: four files calibrated with the query prompt's keys and values in full precision
#5 opened 27 days ago by
honza-rosecky
honza-rosecky 
in thinletter/qwen3-embedding-0.6b-vq-clients 27 days ago

First Czech vector-quantised client: 237 MiB, 96.8 % of fp32 nDCG@10 on WebFAQ-cs, runs in the browser
#1 opened 27 days ago by
honza-rosecky
honza-rosecky 
published a model 27 days ago
honza-rosecky 
published a Space 27 days ago
honza-rosecky 
updated 3 models 27 days ago
honza-rosecky 
in thinletter/harrier-0.6b-vq-clients 27 days ago

The runtime is now open source: quantiser, .vqw compiler and WebGPU runtime (Apache-2.0)
#4 opened 27 days ago by
honza-rosecky
honza-rosecky 
in thinletter/harrier-0.6b-vq-clients about 1 month ago

The query prompt's K/V in full precision: +0.01–0.04 nDCG@10 at 1.6–1.8 bits per weight for 2 MB of data (measured, not yet in the files)

2
#3 opened about 1 month ago by
honza-rosecky
honza-rosecky 
published a Space about 1 month ago
honza-rosecky 
in thinletter/harrier-0.6b-vq-clients about 1 month ago

Vector-quantised harrier-0.6b query clients at 1.8–2.1 bits per weight (105–127 MiB) — summary and links
#2 opened about 1 month ago by
honza-rosecky
honza-rosecky 
in thinletter/harrier-0.6b-query-clients about 1 month ago

harrier-0.6b query clients: 192–235 MiB, 94–99 % of fp32 on the unchanged index — summary and links
#1 opened about 1 month ago by
honza-rosecky