Model reference · open weights

TinySolar-4k-code

LLMs upstage Text gen 1 build Open weights 119 dl/mo

TinySolar-4k-code is an open-weight language model from upstage. TinySolar-248m-4k-code-instruct (BF16) weighs 496 MB; the smallest configuration that runs it is RTX 3060 12 GB.

What it is

Released byupstage
Released2024-04-15
Parameters248M
VRAM496 MB for the weights

What it runs on

Memory and cards for TinySolar-248m-4k-code-instruct (BF16)

496 MBweights, file size
12 MBcache per 1K tokens
513 MBruntime overhead, at least
32,768 tokenscontext max
CardRequests at onceContext maxMemory
8K each32K each
RTX 3060 12 GB10526all 32K11.6 GB
RTX 4060 Ti 16 GB14335all 32K15.4 GB
RTX 3090 24 GB22255all 32K23.4 GB
RTX 4090 24 GB22155all 32K23.4 GB
RTX 5090 32 GB29874all 32K31.0 GB
L40S 48 GB426106all 32K44.0 GB
A100 80 GB766191all 32K78.2 GB
H100 80 GB739184all 32K78.1 GB
RTX PRO 6000 Blackwell 96 GB895223all 32K93.8 GB
DGX Spark (GB10) 128 GB unified1000+257all 32K107 GB
H200 141 GB1000+333all 32K138 GB
B200 180 GB1000+428all 32K176 GB
Memory needed at each load
Requests at once8K tokens each32K tokens each
11.1 GB1.4 GB
51.5 GB3.0 GB
81.8 GB4.2 GB
162.6 GB7.5 GB
324.2 GB13.9 GB
647.5 GB26.8 GB

One card, with vLLM's small-card settings.

From the model card

What upstage says about TinySolar-4k-code

  • sahil2801/CodeAlpaca-20k
  • m-a-p/CodeFeedback-Filtered-Instruction

Quoted from the model card on Hugging Face. The full card is behind the Hugging Face link above.

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