mradermacher/IntentRL-Ambig-Text2SQL-4B-i1-GGUF

About

quantize_version: 2 -->

output_tensor_quantised: 1 -->

convert_type: hf -->

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tags: nicoboss -->

quants: Q2_K IQ3_M Q4_K_S IQ3_XXS Q3_K_M small-IQ4_NL Q4_K_M IQ2_M Q6_K IQ4_XS Q2_K_S IQ1_M Q3_K_S IQ2_XXS Q3_K_L IQ2_XS Q5_K_S IQ2_S IQ1_S Q5_K_M Q4_0 IQ3_XS Q4_1 IQ3_S -->

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weighted/imatrix quants of https://huggingface.co/irisaparina/IntentRL-Ambig-Text2SQL-4B

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*For a convenient overview and download list, visit our model page for this model.*

static quants are available at https://huggingface.co/mradermacher/IntentRL-Ambig-Text2SQL-4B-GGUF

Usage

If you are unsure how to use GGUF files, refer to one of [TheBloke's READMEs](https://huggingface.co/TheBloke/KafkaLM-70B-German-V0.1-GGUF) for more details, including on how to concatenate multi-part files.

Provided Quants

(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)

| Link | Type | Size/GB | Notes | |:-----|:-----|--------:|:------| | GGUF | imatrix | 0.1 | imatrix file (for creating your own quants) | | GGUF | i1-IQ1_S | 1.3 | for the desperate | | GGUF | i1-IQ1_M | 1.4 | mostly desperate | | GGUF | i1-IQ2_XXS | 1.5 | | | GGUF | i1-IQ2_XS | 1.6 | | | GGUF | i1-IQ2_S | 1.7 | | | GGUF | i1-IQ2_M | 1.8 | | | GGUF | i1-Q2_K_S | 1.8 | very low quality | | GGUF | i1-Q2_K | 1.9 | IQ3_XXS probably better | | GGUF | i1-IQ3_XXS | 1.9 | lower quality | | GGUF | i1-IQ3_XS | 2.1 | | | GGUF | i1-Q3_K_S | 2.2 | IQ3_XS probably better | | GGUF | i1-IQ3_S | 2.2 | beats Q3_K* | | GGUF | i1-IQ3_M | 2.2 | | | GGUF | i1-Q3_K_M | 2.3 | IQ3_S probably better | | GGUF | i1-Q3_K_L | 2.5 | IQ3_M probably better | | GGUF | i1-IQ4_XS | 2.6 | | | GGUF | i1-Q4_0 | 2.7 | fast, low quality | | GGUF | i1-IQ4_NL | 2.7 | prefer IQ4_XS | | GGUF | i1-Q4_K_S | 2.7 | optimal size/speed/quality | | GGUF | i1-Q4_K_M | 2.8 | fast, recommended | | GGUF | i1-Q4_1 | 2.9 | | | GGUF | i1-Q5_K_S | 3.2 | | | GGUF | i1-Q5_K_M | 3.3 | | | GGUF | i1-Q6_K | 3.7 | practically like static Q6_K |

Here is a handy graph by ikawrakow comparing some lower-quality quant types (lower is better):



And here are Artefact2's thoughts on the matter: https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9

FAQ / Model Request

See https://huggingface.co/mradermacher/model_requests for some answers to questions you might have and/or if you want some other model quantized.

Thanks

I thank my company, nethype GmbH, for letting me use its servers and providing upgrades to my workstation to enable this work in my free time. Additional thanks to @nicoboss for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to.

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