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Model: mradermacher/ReasoningCore-1B-T1-i1-GGUF Source: Original Platform
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---
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base_model: EpistemeAI/ReasoningCore-1B-T1
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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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quantized_by: mradermacher
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tags:
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- text-generation-inference
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- transformers
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- unsloth
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- llama
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- trl
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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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weighted/imatrix quants of https://huggingface.co/EpistemeAI/ReasoningCore-1B-T1
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<!-- provided-files -->
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static quants are available at https://huggingface.co/mradermacher/ReasoningCore-1B-T1-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/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-IQ1_S.gguf) | i1-IQ1_S | 0.5 | for the desperate |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-IQ1_M.gguf) | i1-IQ1_M | 0.5 | mostly desperate |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 0.5 | |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-IQ2_XS.gguf) | i1-IQ2_XS | 0.6 | |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-IQ2_S.gguf) | i1-IQ2_S | 0.6 | |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-IQ2_M.gguf) | i1-IQ2_M | 0.6 | |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-Q2_K_S.gguf) | i1-Q2_K_S | 0.7 | very low quality |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 0.7 | lower quality |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-Q2_K.gguf) | i1-Q2_K | 0.7 | IQ3_XXS probably better |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-IQ3_XS.gguf) | i1-IQ3_XS | 0.7 | |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-Q3_K_S.gguf) | i1-Q3_K_S | 0.7 | IQ3_XS probably better |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-IQ3_S.gguf) | i1-IQ3_S | 0.7 | beats Q3_K* |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-IQ3_M.gguf) | i1-IQ3_M | 0.8 | |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-Q3_K_M.gguf) | i1-Q3_K_M | 0.8 | IQ3_S probably better |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-Q3_K_L.gguf) | i1-Q3_K_L | 0.8 | IQ3_M probably better |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-IQ4_XS.gguf) | i1-IQ4_XS | 0.8 | |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-IQ4_NL.gguf) | i1-IQ4_NL | 0.9 | prefer IQ4_XS |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-Q4_0.gguf) | i1-Q4_0 | 0.9 | fast, low quality |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-Q4_K_S.gguf) | i1-Q4_K_S | 0.9 | optimal size/speed/quality |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-Q4_K_M.gguf) | i1-Q4_K_M | 0.9 | fast, recommended |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-Q4_1.gguf) | i1-Q4_1 | 0.9 | |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-Q5_K_S.gguf) | i1-Q5_K_S | 1.0 | |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-Q5_K_M.gguf) | i1-Q5_K_M | 1.0 | |
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| [GGUF](https://huggingface.co/mradermacher/ReasoningCore-1B-T1-i1-GGUF/resolve/main/ReasoningCore-1B-T1.i1-Q6_K.gguf) | i1-Q6_K | 1.1 | 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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||||

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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
ReasoningCore-1B-T1.i1-Q4_0.gguf
Normal file
3
ReasoningCore-1B-T1.i1-Q4_0.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:a9bccb9c8d876bddc9fc2d648ba1f546e5ab21e86ac84fb47219cec3428609d1
|
||||
size 773032192
|
||||
3
ReasoningCore-1B-T1.i1-Q4_1.gguf
Normal file
3
ReasoningCore-1B-T1.i1-Q4_1.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:9b856de914f3c6395b957b8ac014b4d5a56848f450bda7525daa0a22f9775972
|
||||
size 831752448
|
||||
3
ReasoningCore-1B-T1.i1-Q4_K_M.gguf
Normal file
3
ReasoningCore-1B-T1.i1-Q4_K_M.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:636db047efdeec5045796d0989046ed6e694fd005bd2862967efa9a52519b3e2
|
||||
size 807700736
|
||||
3
ReasoningCore-1B-T1.i1-Q4_K_S.gguf
Normal file
3
ReasoningCore-1B-T1.i1-Q4_K_S.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:a68655ee1b23a42e3959314d687b07be68f7fb12ceed05be26e9c5eeef43b30c
|
||||
size 775653632
|
||||
3
ReasoningCore-1B-T1.i1-Q5_K_M.gguf
Normal file
3
ReasoningCore-1B-T1.i1-Q5_K_M.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:e65db471355aa836328d5634817df2ad4cc8d4db4e59a87e7b0a4e76e082ea12
|
||||
size 911509760
|
||||
3
ReasoningCore-1B-T1.i1-Q5_K_S.gguf
Normal file
3
ReasoningCore-1B-T1.i1-Q5_K_S.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:66c2906e25eaa8010e724a20715a686441001a10366271a529641a6cc28471f3
|
||||
size 892569856
|
||||
3
ReasoningCore-1B-T1.i1-Q6_K.gguf
Normal file
3
ReasoningCore-1B-T1.i1-Q6_K.gguf
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:19a291072bb18eba8037ee263ea884375416b3d8592efaefd07489cdfde1e0fd
|
||||
size 1021806848
|
||||
3
imatrix.dat
Normal file
3
imatrix.dat
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:5c7232a543ed92e2b9971f86b48cc8fe49c054c13fd2ea406344ba3b7112cca0
|
||||
size 1314413
|
||||
Reference in New Issue
Block a user