Update README.md

README.md

@@ -6,6 +6,24 @@ pipeline_tag: text-generation
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+# Exllama v2 defog/llama-3-sqlcoder-8b
+
+Using <a href="https://github.com/turboderp/exllamav2/releases/tag/v0.0.21">turboderp's ExLlamaV2 v0.0.21</a> for quantization.
+
+<b>The "main" branch only contains the measurement.json, download one of the other branches for the model</b>
+
+Each branch contains an individual bits per weight, with the main one containing only the meaurement.json for further conversions.
+
+Original model: <a href="https://huggingface.co/defog/llama-3-sqlcoder-8b">defog/llama-3-sqlcoder-8b</a><br>
+Calibration dataset is based on: <a href="https://huggingface.co/datasets/m-a-p/CodeFeedback-Filtered-Instruction">m-a-p/CodeFeedback-Filtered-Instruction</a>
+
+## Available sizes
+
+| Branch | Bits | lm_head bits | Description |
+| ----- | ---- | ------- | ------------ |
+| [8_0](https://huggingface.co/Apel-sin/llama-3-sqlcoder-8B-exl2/tree/8_0) | Maximum quality that ExLlamaV2 can produce, near unquantized performance. |
+| [6_5](https://huggingface.co/Apel-sin/llama-3-sqlcoder-8B-exl2/tree/6_5) | Very similar to 8.0, good tradeoff of size vs performance, **recommended**. |
+| [5_5](https://huggingface.co/Apel-sin/llama-3-sqlcoder-8B-exl2/tree/5_5) | Slightly lower quality vs 6.5, but usable on 8GB cards. |
 
 A capable language model for text to SQL generation for Postgres, Redshift and Snowflake that is on-par with the most capable generalist frontier models.