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Model: mradermacher/aiqarus-agent-4b-i1-GGUF Source: Original Platform
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---
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base_model: zeon01/aiqarus-agent-4b
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datasets:
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- vericava/sft-tool-calling-structured-output-v1
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- interstellarninja/hermes_reasoning_tool_use
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language:
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- en
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library_name: transformers
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license: apache-2.0
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mradermacher:
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readme_rev: 1
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quantized_by: mradermacher
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tags:
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- tool-calling
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- agent
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- enterprise
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- qwen3
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- qlora
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- fine-tuned
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---
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## About
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<!-- ### quantize_version: 2 -->
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<!-- ### output_tensor_quantised: 1 -->
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<!-- ### convert_type: hf -->
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<!-- ### vocab_type: -->
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<!-- ### tags: nicoboss -->
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<!-- ### 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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<!-- ### quants_skip: -->
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<!-- ### skip_mmproj: -->
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weighted/imatrix quants of https://huggingface.co/zeon01/aiqarus-agent-4b
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<!-- provided-files -->
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***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#aiqarus-agent-4b-i1-GGUF).***
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static quants are available at https://huggingface.co/mradermacher/aiqarus-agent-4b-GGUF
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## Usage
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If you are unsure how to use GGUF files, refer to one of [TheBloke's
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READMEs](https://huggingface.co/TheBloke/KafkaLM-70B-German-V0.1-GGUF) for
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more details, including on how to concatenate multi-part files.
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## Provided Quants
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(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)
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| Link | Type | Size/GB | Notes |
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|:-----|:-----|--------:|:------|
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-IQ1_S.gguf) | i1-IQ1_S | 1.2 | for the desperate |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-IQ1_M.gguf) | i1-IQ1_M | 1.2 | mostly desperate |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.3 | |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.5 | |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-IQ2_S.gguf) | i1-IQ2_S | 1.5 | |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-IQ2_M.gguf) | i1-IQ2_M | 1.6 | |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.7 | very low quality |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-Q2_K.gguf) | i1-Q2_K | 1.8 | IQ3_XXS probably better |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.8 | lower quality |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.9 | |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.0 | IQ3_XS probably better |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-IQ3_S.gguf) | i1-IQ3_S | 2.0 | beats Q3_K* |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-IQ3_M.gguf) | i1-IQ3_M | 2.1 | |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-Q3_K_M.gguf) | i1-Q3_K_M | 2.2 | IQ3_S probably better |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-Q3_K_L.gguf) | i1-Q3_K_L | 2.3 | IQ3_M probably better |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-IQ4_XS.gguf) | i1-IQ4_XS | 2.4 | |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-Q4_0.gguf) | i1-Q4_0 | 2.5 | fast, low quality |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-IQ4_NL.gguf) | i1-IQ4_NL | 2.5 | prefer IQ4_XS |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-Q4_K_S.gguf) | i1-Q4_K_S | 2.5 | optimal size/speed/quality |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.6 | fast, recommended |
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||||
| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-Q4_1.gguf) | i1-Q4_1 | 2.7 | |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.9 | |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-Q5_K_M.gguf) | i1-Q5_K_M | 3.0 | |
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| [GGUF](https://huggingface.co/mradermacher/aiqarus-agent-4b-i1-GGUF/resolve/main/aiqarus-agent-4b.i1-Q6_K.gguf) | i1-Q6_K | 3.4 | practically like static Q6_K |
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Here is a handy graph by ikawrakow comparing some lower-quality quant
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types (lower is better):
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||||

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And here are Artefact2's thoughts on the matter:
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https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9
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## FAQ / Model Request
|
||||
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See https://huggingface.co/mradermacher/model_requests for some answers to
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questions you might have and/or if you want some other model quantized.
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## Thanks
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I thank my company, [nethype GmbH](https://www.nethype.de/), for letting
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me use its servers and providing upgrades to my workstation to enable
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this work in my free time. Additional thanks to [@nicoboss](https://huggingface.co/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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<!-- end -->
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3
aiqarus-agent-4b.i1-Q3_K_M.gguf
Normal file
3
aiqarus-agent-4b.i1-Q3_K_M.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:216871994e0f390b92a6a1bf1e9db83ae6776aa9c3a8741b4dfb61bdf08431bb
|
||||
size 2075618176
|
||||
3
aiqarus-agent-4b.i1-Q3_K_S.gguf
Normal file
3
aiqarus-agent-4b.i1-Q3_K_S.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:159f5555cb4bc1cef1ef89a5859801f98aaa91cab708fc692d60be0eff934a33
|
||||
size 1886997376
|
||||
3
aiqarus-agent-4b.i1-Q4_0.gguf
Normal file
3
aiqarus-agent-4b.i1-Q4_0.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:abb8192b875eabc5013be6f02178a1852c3eb97fbf17c43835aeff62e6f0f889
|
||||
size 2375773056
|
||||
3
aiqarus-agent-4b.i1-Q4_1.gguf
Normal file
3
aiqarus-agent-4b.i1-Q4_1.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:31fd6295bad64864254ec8741a63d929adfb3a0a13717c8cf902c06357b0a2be
|
||||
size 2596629376
|
||||
3
aiqarus-agent-4b.i1-Q4_K_M.gguf
Normal file
3
aiqarus-agent-4b.i1-Q4_K_M.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:68aefe44dbc504b8b879e1cc11b25296b8cc86d75da64df48718a51efc253b8f
|
||||
size 2497280896
|
||||
3
aiqarus-agent-4b.i1-Q4_K_S.gguf
Normal file
3
aiqarus-agent-4b.i1-Q4_K_S.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:47d9348274bc0290cf4bac76d852f0f128bd6d0fed18aafa668eca759ba9a760
|
||||
size 2383309696
|
||||
3
aiqarus-agent-4b.i1-Q5_K_M.gguf
Normal file
3
aiqarus-agent-4b.i1-Q5_K_M.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:b342329de5b5102d31cb609b89e8b5dd923ecce2bd4bd53f4e794fbb9dc5e673
|
||||
size 2889513856
|
||||
3
aiqarus-agent-4b.i1-Q5_K_S.gguf
Normal file
3
aiqarus-agent-4b.i1-Q5_K_S.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:80b85a2ff4d640c5c55d1845037d5cef719e0f86604d08a982b9ddecd6dc802a
|
||||
size 2823711616
|
||||
3
aiqarus-agent-4b.i1-Q6_K.gguf
Normal file
3
aiqarus-agent-4b.i1-Q6_K.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:ec53cf859d25b73d7c1a0c3f2dc9e901a1aa0bbf18327fc0fc8cd0e9ebfe0307
|
||||
size 3306261376
|
||||
3
aiqarus-agent-4b.imatrix.gguf
Normal file
3
aiqarus-agent-4b.imatrix.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:76ffbaf8d737eb054bb0d9ceb82747741b1a29c4962ba6502c1107f6fef7ec38
|
||||
size 3872640
|
||||
Reference in New Issue
Block a user