初始化项目，由ModelHub XC社区提供模型

Model: mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF
Source: Original Platform

.gitattributes

@@ -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
+Qwen3-0.6B-Qrazy-Qoder.imatrix.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-0.6B-Qrazy-Qoder.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text

Qwen3-0.6B-Qrazy-Qoder.i1-IQ1_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4fa25b4272727d2067ff546032499b3a77fdb4cd8877f60cf1c56b1990d310c0
+size 216049024

Qwen3-0.6B-Qrazy-Qoder.i1-IQ1_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:867d924d0bfbc26d3fd2f7e8ee435ac70637eebb03f3b51741ed7bd00dcbd5d0
+size 208012672

Qwen3-0.6B-Qrazy-Qoder.i1-IQ2_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:91e9d391638e9a77ab7adf0e6a36266f63866ecac3524c09d7607b0cc2694d71
+size 264906112

Qwen3-0.6B-Qrazy-Qoder.i1-IQ2_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c49aeae574477cf156c8b1b4fb042146224db3c1ef1353fb8e0cadd49183e4b6
+size 254190976

Qwen3-0.6B-Qrazy-Qoder.i1-IQ2_XS.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:30a015c0db48040066044bdc55a8cd834b84c91a263a108de393f837adcd2eea
+size 241993088

Qwen3-0.6B-Qrazy-Qoder.i1-IQ2_XXS.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:06ad7aee38f5bc44a6d8850c91cc42e2a003cdd172887bc3e49e88ea2e8fc6f7
+size 229442944

Qwen3-0.6B-Qrazy-Qoder.i1-IQ3_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e8fc86d1a61125effde0b52b7f2ff9bfded5073c1785f9ba26c268778ae2f84e
+size 336023936

Qwen3-0.6B-Qrazy-Qoder.i1-IQ3_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:62be28b5614134dfae360d3257c84c5977644995ecbe387620f659351fa89f44
+size 323072384

Qwen3-0.6B-Qrazy-Qoder.i1-IQ3_XS.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6ae1c9d18fc13503b4cd92162e857052875ca509ea61c2b55d1284d5400b4e29
+size 312750464

Qwen3-0.6B-Qrazy-Qoder.i1-IQ3_XXS.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f73a84ac9bd21e9b01e96dadcd39f15eb3e2e017404f5211d74e93aa9dbbdb71
+size 279012736

Qwen3-0.6B-Qrazy-Qoder.i1-IQ4_NL.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e99821e2d4f1be7368f35de3ecc856d40929fcdff56434842be5eb0e7fc42ab7
+size 381563264

Qwen3-0.6B-Qrazy-Qoder.i1-IQ4_XS.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:558a0d37034cad04d8a0c449c2ac74528882cd1c2ff400056a491e8751e55f91
+size 367800704

Qwen3-0.6B-Qrazy-Qoder.i1-Q2_K.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f7d4a847b0c6640dbe80ad8ef7d463691d70d75a23bcb14f95d70ae2e5ef0c8f
+size 296235392

Qwen3-0.6B-Qrazy-Qoder.i1-Q2_K_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:21991d7f16ea17b62255b72b1141b3f55021c1f823e57585135e95ef9acc2648
+size 280555904

Qwen3-0.6B-Qrazy-Qoder.i1-Q3_K_L.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5e49aa33636f1a142975e06734e5da7b5a74b19cae69a632518ad692c9ec82be
+size 368488832

Qwen3-0.6B-Qrazy-Qoder.i1-Q3_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3cde2b97dc06bac610b5e492009b85710366f6ca4eff7b20043dd9c0522a674f
+size 347124096

Qwen3-0.6B-Qrazy-Qoder.i1-Q3_K_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e6cb57ec025db92f27ffad47a9fd92a580f162e28cf99af09c8e32fa525cbd75
+size 323072384

Qwen3-0.6B-Qrazy-Qoder.i1-Q4_0.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f6591d05e4dbdba3b7205d057394f3a7e4f55d81d00a2273c042169fa9895a9
+size 382153088

Qwen3-0.6B-Qrazy-Qoder.i1-Q4_1.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1e864e4d91bb0e4a0c28f9a68e95541b8d32acb917867a91697f7799e986cd6b
+size 409088384

Qwen3-0.6B-Qrazy-Qoder.i1-Q4_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dd15aeca3785a8ea0004e43e5f24333c7c2e3d67b6756b248e79c894e9208987
+size 396702080

Qwen3-0.6B-Qrazy-Qoder.i1-Q4_K_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a9d0ff79cc002ec0c1374c4de0e5aa619973072dcf37f9b23dd4d955dfc58668
+size 383267200

Qwen3-0.6B-Qrazy-Qoder.i1-Q5_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fadac8f99c1be7a2fc2f251799c1c7ee9287b1954f8d9b4dabcc8664469806b5
+size 444412288

Qwen3-0.6B-Qrazy-Qoder.i1-Q5_K_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:92cf42cef3551b35a4781319184c1c1706902adf81aee87054632da4f574c016
+size 436613504

Qwen3-0.6B-Qrazy-Qoder.i1-Q6_K.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3f59b879d7870e6503e2c7876216bd30684cd24c3432dff11be873ae84d7aeec
+size 495104384

Qwen3-0.6B-Qrazy-Qoder.imatrix.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d2035d6c064bb97b10d2227501aadf583a346b4e467c2995b995c18d68b54e1e
+size 1177056

README.md

@@ -0,0 +1,98 @@
+---
+base_model: WithinUsAI/Qwen3-Qrazy.Qoder-0.6B
+datasets:
+- microsoft/rStar-Coder
+- open-r1/codeforces-cots
+- nvidia/OpenCodeReasoning
+- patrickfleith/instruction-freak-reasoning
+language:
+- en
+library_name: transformers
+license: other
+mradermacher:
+  readme_rev: 1
+quantized_by: mradermacher
+tags:
+- qwen3
+- code
+- coder
+- reasoning
+- transformers
+- safetensors
+- withinusai
+---
+## 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/WithinUsAI/Qwen3-Qrazy.Qoder-0.6B
+
+<!-- provided-files -->
+
+***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Qwen3-0.6B-Qrazy-Qoder-i1-GGUF).***
+
+static quants are available at https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-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/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-IQ1_S.gguf) | i1-IQ1_S | 0.3 | for the desperate |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-IQ1_M.gguf) | i1-IQ1_M | 0.3 | mostly desperate |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 0.3 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-IQ2_XS.gguf) | i1-IQ2_XS | 0.3 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-IQ2_S.gguf) | i1-IQ2_S | 0.4 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-IQ2_M.gguf) | i1-IQ2_M | 0.4 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 0.4 | lower quality |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-Q2_K_S.gguf) | i1-Q2_K_S | 0.4 | very low quality |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-Q2_K.gguf) | i1-Q2_K | 0.4 | IQ3_XXS probably better |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-IQ3_XS.gguf) | i1-IQ3_XS | 0.4 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-IQ3_S.gguf) | i1-IQ3_S | 0.4 | beats Q3_K* |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-Q3_K_S.gguf) | i1-Q3_K_S | 0.4 | IQ3_XS probably better |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-IQ3_M.gguf) | i1-IQ3_M | 0.4 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-Q3_K_M.gguf) | i1-Q3_K_M | 0.4 | IQ3_S probably better |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-IQ4_XS.gguf) | i1-IQ4_XS | 0.5 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-Q3_K_L.gguf) | i1-Q3_K_L | 0.5 | IQ3_M probably better |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-IQ4_NL.gguf) | i1-IQ4_NL | 0.5 | prefer IQ4_XS |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-Q4_0.gguf) | i1-Q4_0 | 0.5 | fast, low quality |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-Q4_K_S.gguf) | i1-Q4_K_S | 0.5 | optimal size/speed/quality |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-Q4_K_M.gguf) | i1-Q4_K_M | 0.5 | fast, recommended |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-Q4_1.gguf) | i1-Q4_1 | 0.5 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-Q5_K_S.gguf) | i1-Q5_K_S | 0.5 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-Q5_K_M.gguf) | i1-Q5_K_M | 0.5 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-0.6B-Qrazy-Qoder-i1-GGUF/resolve/main/Qwen3-0.6B-Qrazy-Qoder.i1-Q6_K.gguf) | i1-Q6_K | 0.6 | 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 -->