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@@ -103,6 +103,8 @@ This repository is intended to host the RubiNet adapter release and related refe
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  - `tokenizer_config.json`
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  - `ministral_3b_hmc_chat.py`
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  - `ministral_3b_hmc_server.py`
 
 
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  - benchmark result JSON files
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  This repository does **not** bundle the original base model weights. You need access to the base model `mistralai/Ministral-3-3B-Base-2512` in order to load this adapter.
@@ -132,6 +134,12 @@ print(tokenizer.decode(output[0], skip_special_tokens=True))
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  ## Chat Example
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  ![RubiNet HMC architecture](./RubiNetHMC.png)
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  RubiNet HMC architecture overview used in the local serving stack.
 
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  - `tokenizer_config.json`
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  - `ministral_3b_hmc_chat.py`
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  - `ministral_3b_hmc_server.py`
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+ - `local.png`
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+ - `RubiNetHMC.png`
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  - benchmark result JSON files
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  This repository does **not** bundle the original base model weights. You need access to the base model `mistralai/Ministral-3-3B-Base-2512` in order to load this adapter.
 
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  ## Chat Example
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+ ![RubiNet local chat example](./local.png)
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+ Example local RubiNet chat interface screenshot.
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+
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+ ## Architecture Overview
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  ![RubiNet HMC architecture](./RubiNetHMC.png)
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  RubiNet HMC architecture overview used in the local serving stack.