mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF
1
0
Fork 0
Code Issues Pull Requests Actions Projects Releases Wiki Activity

初始化项目，由ModelHub XC社区提供模型

Browse Source 
Model: mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF
Source: Original Platform
This commit is contained in:
ModelHub XC
2026-08-08 04:29:16 +08:00
commit 3c0d068573
27 changed files with 271 additions and 0 deletions
Download Patch File Download Diff File Expand all files Collapse all files

60
.gitattributes vendored Normal file
View File

@@ -0,0 +1,60 @@
*.7z filter=lfs diff=lfs merge=lfs -text
*.arrow filter=lfs diff=lfs merge=lfs -text
*.bin filter=lfs diff=lfs merge=lfs -text
*.bz2 filter=lfs diff=lfs merge=lfs -text
*.ckpt filter=lfs diff=lfs merge=lfs -text
*.ftz filter=lfs diff=lfs merge=lfs -text
*.gz filter=lfs diff=lfs merge=lfs -text
*.h5 filter=lfs diff=lfs merge=lfs -text
*.joblib filter=lfs diff=lfs merge=lfs -text
*.lfs.* filter=lfs diff=lfs merge=lfs -text
*.mlmodel filter=lfs diff=lfs merge=lfs -text
*.model filter=lfs diff=lfs merge=lfs -text
*.msgpack filter=lfs diff=lfs merge=lfs -text
*.npy filter=lfs diff=lfs merge=lfs -text
*.npz filter=lfs diff=lfs merge=lfs -text
*.onnx filter=lfs diff=lfs merge=lfs -text
*.ot filter=lfs diff=lfs merge=lfs -text
*.parquet filter=lfs diff=lfs merge=lfs -text
*.pb filter=lfs diff=lfs merge=lfs -text
*.pickle filter=lfs diff=lfs merge=lfs -text
*.pkl filter=lfs diff=lfs merge=lfs -text
*.pt filter=lfs diff=lfs merge=lfs -text
*.pth filter=lfs diff=lfs merge=lfs -text
*.rar filter=lfs diff=lfs merge=lfs -text
*.safetensors filter=lfs diff=lfs merge=lfs -text
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
*.tar.* filter=lfs diff=lfs merge=lfs -text
*.tar filter=lfs diff=lfs merge=lfs -text
*.tflite filter=lfs diff=lfs merge=lfs -text
*.tgz filter=lfs diff=lfs merge=lfs -text
*.wasm filter=lfs diff=lfs merge=lfs -text
*.xz filter=lfs diff=lfs merge=lfs -text
*.zip filter=lfs diff=lfs merge=lfs -text
*.zst filter=lfs diff=lfs merge=lfs -text
*tfevents* filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.imatrix.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ1_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:1629d2e6c614fa8a104f8915eff3bca59c9de8300e68be241b8156d00d089df7
size 1127019680

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ1_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:cdac6cc58110a0756910e29b6ba24fa6cdaf233eac3126173cb867514f238ac3
size 1055257760

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:8f35d8600f26fcd3a6eb2ff81fbccc1e97775073095772a10ee6e6a829e04778
size 1512985760

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:8608ca416f2b75c1096519fb0697fdcb8e1b6373bf589b347ea33b4a7fdcf164
size 1417303200

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:9e36c0cda894c43b48561cce6fd82a52aeacadf66725bb91cc45dbc805015972
size 1354101920

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:46788f8c9428d75e41a20565bb3757bec4299961726a3b81f5366780d022d94c
size 1246622880

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:a495e7dfe521ca0cad858606765b4e224885a0ae8d168ab89b9bde43f4356a06
size 1962898080

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:02b913c0b87fb0002b85d576262c8b2a31ca2c39083e0235e12396af366733cd
size 1899532960

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:8ce137a3d826157053e0990e56bbee3f7f4095add08ac688071b2fa2ea071ab2
size 1814377120

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:aee884a31f8af2588bcdde5700780d3ac126d82f71ea916395c0ad8cccfb9704
size 1670190240

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ4_NL.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:9cc51fd8b49f67a995bdac9235c38423a223f612179f4941266ae662ef748ea6
size 2381345440

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ4_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:4239f1cbd21a12d61b4b0b9be2a3eada3ebaf0579c955cece6f2f6d0d0a48bd3
size 2270753440

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q2_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:9c10ba0110a417a25c07a912df386a56a992e2b31c0ab40911414f242ddacd0c
size 1669501600

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q2_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:88dca3414e5c5b8ca35dc6e744f35cfb57b7ac3d163b7d83a488c1310ab7b8b2
size 1563456160

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q3_K_L.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:6a228b0edc61ac127210d4be0eb3e3a7c74a824b1b7b697dae09b7364a80938d
size 2239787680

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q3_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:1450c8d796bdbb9ff70aa50970b4a52bc7895b4678e34bc7ff738abf025d3fae
size 2075620000

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q3_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:6bf0bdebb8d787a6a8f5491deb8aa15955919e316bed0063be9271709cdfc75e
size 1886999200

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_0.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:62fd9a84b9ecbe66dd362f2eb8e6aa738a6f9ebe15270163ef881265358eedc6
size 2375774880

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_1.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:3c276567bdc31c674101b6f35f78c1850e9bd1dc1255efe6750c26511e4f26ae
size 2596631200

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:253f5588eae518a0c24714abfaaaabc6d294ceb13ebfd83f1985a3dd5a01d66c
size 2497282720

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:36136a3cd727617b3accb65b34a926c5877e54b7a0236b27b784df4c5d1c7ab9
size 2383311520

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q5_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:1c0fe169847237243a78d5724f3ad171e6b574d806d5e606476f6475a27a2ac6
size 2889515680

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q5_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:96b020b41cc223937fc739d25a1f5c5ebcdeb8eaa6278bbf188c603c5a153df2
size 2823713440

3
Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q6_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:2298a1536ebb8db86d0e53fe07cce0039139ef3d2400365b3b997789f1d95e06
size 3306263200

3
Qwen3-4B-Thinking-2507-DES-Reasoning.imatrix.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:392e5a458a196ede45c612c263c4ca95f489c49425d28d0e6c7875de0f06114d
size 3872640

136
README.md Normal file
View File

@@ -0,0 +1,136 @@
---
base_model: sequelbox/Qwen3-4B-Thinking-2507-DES-Reasoning
datasets:
- sequelbox/DES-Reasoning-DeepSeek-V3.1
language:
- en
library_name: transformers
license: apache-2.0
mradermacher:
readme_rev: 1
quantized_by: mradermacher
tags:
- des-reasoning
- qwen
- qwen-3
- qwen-3-4b
- qwen3-4b-thinking-2507
- 4b
- reasoning
- discrete-event-simulation
- simulation
- SimPy
- Python
- scripting
- logic
- analysis
- programming
- knowledge
- root-cause-analysis
- economics
- strategy
- business
- business-management
- finance
- law
- supply-chain
- manufacturing
- telecommunications
- transportation
- healthcare
- logistics
- energy
- retail
- construction
- agriculture
- information-technology
- environment
- software-engineering
- cybersecurity
- architecture
- energy
- politics
- problem-solving
- creative
- analytical
- expert
- rationality
- conversational
- chat
- instruct
---
## About
<!-- ### quantize_version: 2 -->
<!-- ### output_tensor_quantised: 1 -->
<!-- ### convert_type: hf -->
<!-- ### vocab_type: -->
<!-- ### 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 -->
<!-- ### quants_skip: -->
<!-- ### skip_mmproj: -->
weighted/imatrix quants of https://huggingface.co/sequelbox/Qwen3-4B-Thinking-2507-DES-Reasoning
<!-- provided-files -->
***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF).***
static quants are available at https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-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](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ1_S.gguf) | i1-IQ1_S | 1.2 | for the desperate |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ1_M.gguf) | i1-IQ1_M | 1.2 | mostly desperate |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.3 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.5 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_S.gguf) | i1-IQ2_S | 1.5 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_M.gguf) | i1-IQ2_M | 1.6 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.7 | very low quality |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q2_K.gguf) | i1-Q2_K | 1.8 | IQ3_XXS probably better |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.8 | lower quality |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.9 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.0 | IQ3_XS probably better |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_S.gguf) | i1-IQ3_S | 2.0 | beats Q3_K* |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_M.gguf) | i1-IQ3_M | 2.1 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q3_K_M.gguf) | i1-Q3_K_M | 2.2 | IQ3_S probably better |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q3_K_L.gguf) | i1-Q3_K_L | 2.3 | IQ3_M probably better |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ4_XS.gguf) | i1-IQ4_XS | 2.4 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_0.gguf) | i1-Q4_0 | 2.5 | fast, low quality |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ4_NL.gguf) | i1-IQ4_NL | 2.5 | prefer IQ4_XS |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_K_S.gguf) | i1-Q4_K_S | 2.5 | optimal size/speed/quality |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.6 | fast, recommended |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_1.gguf) | i1-Q4_1 | 2.7 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.9 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q5_K_M.gguf) | i1-Q5_K_M | 3.0 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q6_K.gguf) | i1-Q6_K | 3.4 | practically like static Q6_K |
Here is a handy graph by ikawrakow comparing some lower-quality quant
types (lower is better):
![image.png](https://www.nethype.de/huggingface_embed/quantpplgraph.png)
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 -->