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Model: mradermacher/Cogito-R1-i1-GGUF Source: Original Platform
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---
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base_model: Daemontatox/Cogito-R1
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datasets:
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- PrimeIntellect/NuminaMath-QwQ-CoT-5M
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- AI-MO/NuminaMath-CoT
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- simplescaling/s1K
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- cognitivecomputations/dolphin-r1
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- openai/gsm8k
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- bespokelabs/Bespoke-Stratos-17k
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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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- qwen2
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- trl
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- reasoning
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- Chain-of-Thought
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- Reinforcement Learning
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- GRPO
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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/Daemontatox/Cogito-R1
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<!-- provided-files -->
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static quants are available at https://huggingface.co/mradermacher/Cogito-R1-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/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-IQ1_S.gguf) | i1-IQ1_S | 7.4 | for the desperate |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-IQ1_M.gguf) | i1-IQ1_M | 8.0 | mostly desperate |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 9.1 | |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-IQ2_XS.gguf) | i1-IQ2_XS | 10.1 | |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-IQ2_S.gguf) | i1-IQ2_S | 10.5 | |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-IQ2_M.gguf) | i1-IQ2_M | 11.4 | |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-Q2_K_S.gguf) | i1-Q2_K_S | 11.6 | very low quality |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-Q2_K.gguf) | i1-Q2_K | 12.4 | IQ3_XXS probably better |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 12.9 | lower quality |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-IQ3_XS.gguf) | i1-IQ3_XS | 13.8 | |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-Q3_K_S.gguf) | i1-Q3_K_S | 14.5 | IQ3_XS probably better |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-IQ3_S.gguf) | i1-IQ3_S | 14.5 | beats Q3_K* |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-IQ3_M.gguf) | i1-IQ3_M | 14.9 | |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-Q3_K_M.gguf) | i1-Q3_K_M | 16.0 | IQ3_S probably better |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-Q3_K_L.gguf) | i1-Q3_K_L | 17.3 | IQ3_M probably better |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-IQ4_XS.gguf) | i1-IQ4_XS | 17.8 | |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-Q4_0.gguf) | i1-Q4_0 | 18.8 | fast, low quality |
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| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-Q4_K_S.gguf) | i1-Q4_K_S | 18.9 | optimal size/speed/quality |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-Q4_K_M.gguf) | i1-Q4_K_M | 20.0 | fast, recommended |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-Q4_1.gguf) | i1-Q4_1 | 20.7 | |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-Q5_K_S.gguf) | i1-Q5_K_S | 22.7 | |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-Q5_K_M.gguf) | i1-Q5_K_M | 23.4 | |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Cogito-R1-i1-GGUF/resolve/main/Cogito-R1.i1-Q6_K.gguf) | i1-Q6_K | 27.0 | 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](https://www.nethype.de/), for letting
|
||||
me use its servers and providing upgrades to my workstation to enable
|
||||
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.
|
||||
|
||||
<!-- end -->
|
||||
3
imatrix.dat
Normal file
3
imatrix.dat
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:fc74a326d0ea74f4cc1301dfe7465178fc18f1d705dfddfb930704b26bd0c016
|
||||
size 14957085
|
||||
Reference in New Issue
Block a user