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43 lines
1.7 KiB
Markdown
43 lines
1.7 KiB
Markdown
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These are the VRAM and RAM requirements (in MiB) to run some examples of models **in 16-bit (default) precision**:
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| model | VRAM (GPU) | RAM |
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|:-----------------------|-------------:|--------:|
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| arxiv_ai_gpt2 | 1512.37 | 5824.2 |
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| blenderbot-1B-distill | 2441.75 | 4425.91 |
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| opt-1.3b | 2509.61 | 4427.79 |
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| gpt-neo-1.3b | 2605.27 | 5851.58 |
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| opt-2.7b | 5058.05 | 4863.95 |
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| gpt4chan_model_float16 | 11653.7 | 4437.71 |
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| gpt-j-6B | 11653.7 | 5633.79 |
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| galactica-6.7b | 12697.9 | 4429.89 |
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| opt-6.7b | 12700 | 4368.66 |
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| bloomz-7b1-p3 | 13483.1 | 4470.34 |
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#### GPU mode with 8-bit precision
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Allows you to load models that would not normally fit into your GPU. Enabled by default for 13b and 20b models in this web UI.
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| model | VRAM (GPU) | RAM |
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|:---------------|-------------:|--------:|
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| opt-13b | 12528.1 | 1152.39 |
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| gpt-neox-20b | 20384 | 2291.7 |
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#### CPU mode (32-bit precision)
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A lot slower, but does not require a GPU.
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On my i5-12400F, 6B models take around 10-20 seconds to respond in chat mode, and around 5 minutes to generate a 200 tokens completion.
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| model | RAM |
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|:-----------------------|---------:|
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| arxiv_ai_gpt2 | 4430.82 |
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| gpt-neo-1.3b | 6089.31 |
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| opt-1.3b | 8411.12 |
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| blenderbot-1B-distill | 8508.16 |
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| opt-2.7b | 14969.3 |
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| bloomz-7b1-p3 | 21371.2 |
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| gpt-j-6B | 24200.3 |
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| gpt4chan_model | 24246.3 |
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| galactica-6.7b | 26561.4 |
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| opt-6.7b | 29596.6 |
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