commit dd08ba713d8ed7b64092bddc90c5dc9cc35929ba Author: ModelHub XC Date: Sun Apr 26 14:02:31 2026 +0800 初始化项目,由ModelHub XC社区提供模型 Model: mradermacher/ThinkTwice-Olmo3-7B-Instruct-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..bb08250 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,47 @@ +*.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 +ThinkTwice-Olmo3-7B-Instruct.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +ThinkTwice-Olmo3-7B-Instruct.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +ThinkTwice-Olmo3-7B-Instruct.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ThinkTwice-Olmo3-7B-Instruct.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +ThinkTwice-Olmo3-7B-Instruct.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ThinkTwice-Olmo3-7B-Instruct.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +ThinkTwice-Olmo3-7B-Instruct.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +ThinkTwice-Olmo3-7B-Instruct.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +ThinkTwice-Olmo3-7B-Instruct.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ThinkTwice-Olmo3-7B-Instruct.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +ThinkTwice-Olmo3-7B-Instruct.f16.gguf filter=lfs diff=lfs merge=lfs -text +ThinkTwice-Olmo3-7B-Instruct.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..0bcf74d --- /dev/null +++ b/README.md @@ -0,0 +1,80 @@ +--- +arxiv: 2604.01591 +base_model: difanjiao/ThinkTwice-Olmo3-7B-Instruct +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- reasoning +- math +- rlvr +- self-refinement +- grpo +- olmo3 +--- +## About + + + + + + + + + +static quants of https://huggingface.co/difanjiao/ThinkTwice-Olmo3-7B-Instruct + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#ThinkTwice-Olmo3-7B-Instruct-GGUF).*** + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/ThinkTwice-Olmo3-7B-Instruct-i1-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/ThinkTwice-Olmo3-7B-Instruct-GGUF/resolve/main/ThinkTwice-Olmo3-7B-Instruct.Q2_K.gguf) | Q2_K | 3.0 | | +| [GGUF](https://huggingface.co/mradermacher/ThinkTwice-Olmo3-7B-Instruct-GGUF/resolve/main/ThinkTwice-Olmo3-7B-Instruct.Q3_K_S.gguf) | Q3_K_S | 3.4 | | +| [GGUF](https://huggingface.co/mradermacher/ThinkTwice-Olmo3-7B-Instruct-GGUF/resolve/main/ThinkTwice-Olmo3-7B-Instruct.Q3_K_M.gguf) | Q3_K_M | 3.8 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/ThinkTwice-Olmo3-7B-Instruct-GGUF/resolve/main/ThinkTwice-Olmo3-7B-Instruct.Q3_K_L.gguf) | Q3_K_L | 4.1 | | +| [GGUF](https://huggingface.co/mradermacher/ThinkTwice-Olmo3-7B-Instruct-GGUF/resolve/main/ThinkTwice-Olmo3-7B-Instruct.IQ4_XS.gguf) | IQ4_XS | 4.1 | | +| [GGUF](https://huggingface.co/mradermacher/ThinkTwice-Olmo3-7B-Instruct-GGUF/resolve/main/ThinkTwice-Olmo3-7B-Instruct.Q4_K_S.gguf) | Q4_K_S | 4.3 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/ThinkTwice-Olmo3-7B-Instruct-GGUF/resolve/main/ThinkTwice-Olmo3-7B-Instruct.Q4_K_M.gguf) | Q4_K_M | 4.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/ThinkTwice-Olmo3-7B-Instruct-GGUF/resolve/main/ThinkTwice-Olmo3-7B-Instruct.Q5_K_S.gguf) | Q5_K_S | 5.2 | | +| [GGUF](https://huggingface.co/mradermacher/ThinkTwice-Olmo3-7B-Instruct-GGUF/resolve/main/ThinkTwice-Olmo3-7B-Instruct.Q5_K_M.gguf) | Q5_K_M | 5.3 | | +| [GGUF](https://huggingface.co/mradermacher/ThinkTwice-Olmo3-7B-Instruct-GGUF/resolve/main/ThinkTwice-Olmo3-7B-Instruct.Q6_K.gguf) | Q6_K | 6.1 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/ThinkTwice-Olmo3-7B-Instruct-GGUF/resolve/main/ThinkTwice-Olmo3-7B-Instruct.Q8_0.gguf) | Q8_0 | 7.9 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/ThinkTwice-Olmo3-7B-Instruct-GGUF/resolve/main/ThinkTwice-Olmo3-7B-Instruct.f16.gguf) | f16 | 14.7 | 16 bpw, overkill | + +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. + + diff --git a/ThinkTwice-Olmo3-7B-Instruct.IQ4_XS.gguf b/ThinkTwice-Olmo3-7B-Instruct.IQ4_XS.gguf new file mode 100644 index 0000000..5828bba --- /dev/null +++ b/ThinkTwice-Olmo3-7B-Instruct.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c2f43ae1340f713671e8fd6da77fd342a7fdb9075e41933739182f575e761a9f +size 4029374592 diff --git a/ThinkTwice-Olmo3-7B-Instruct.Q2_K.gguf b/ThinkTwice-Olmo3-7B-Instruct.Q2_K.gguf new file mode 100644 index 0000000..da5e601 --- /dev/null +++ b/ThinkTwice-Olmo3-7B-Instruct.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:52a19f2901db287baf13c5102eb350eded482bee3e2d48fa21e2e1d650345029 +size 2857914624 diff --git a/ThinkTwice-Olmo3-7B-Instruct.Q3_K_L.gguf b/ThinkTwice-Olmo3-7B-Instruct.Q3_K_L.gguf new file mode 100644 index 0000000..87dbb0d --- /dev/null +++ b/ThinkTwice-Olmo3-7B-Instruct.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1b26d0dd76681ac8369b3909c873fdb8f2fa68f83d70e693be113cd154f676f9 +size 3950565568 diff --git a/ThinkTwice-Olmo3-7B-Instruct.Q3_K_M.gguf b/ThinkTwice-Olmo3-7B-Instruct.Q3_K_M.gguf new file mode 100644 index 0000000..d036fff --- /dev/null +++ b/ThinkTwice-Olmo3-7B-Instruct.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c77718cf7e8fcc7dec8fc56fe5494cbacb4c27095846e87125b902f2f0fceb40 +size 3651459264 diff --git a/ThinkTwice-Olmo3-7B-Instruct.Q3_K_S.gguf b/ThinkTwice-Olmo3-7B-Instruct.Q3_K_S.gguf new file mode 100644 index 0000000..1acb82a --- /dev/null +++ b/ThinkTwice-Olmo3-7B-Instruct.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7c6d27d9c8178b3701a25a2573a3073ccc3b15de4119e3d720db2e15e9c7690a +size 3301759168 diff --git a/ThinkTwice-Olmo3-7B-Instruct.Q4_K_M.gguf b/ThinkTwice-Olmo3-7B-Instruct.Q4_K_M.gguf new file mode 100644 index 0000000..ae583ca --- /dev/null +++ b/ThinkTwice-Olmo3-7B-Instruct.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e9728e351174d3eeb09684d2650b70678e7973b6de8f065c8d9b1604243ffe66 +size 4471602048 diff --git a/ThinkTwice-Olmo3-7B-Instruct.Q4_K_S.gguf b/ThinkTwice-Olmo3-7B-Instruct.Q4_K_S.gguf new file mode 100644 index 0000000..8d8cb3c --- /dev/null +++ b/ThinkTwice-Olmo3-7B-Instruct.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e5d55e5cd1ba409e6f9b2ccaca307f376247ce21df11d83425392b2207e37ed6 +size 4247337856 diff --git a/ThinkTwice-Olmo3-7B-Instruct.Q5_K_M.gguf b/ThinkTwice-Olmo3-7B-Instruct.Q5_K_M.gguf new file mode 100644 index 0000000..2f20d05 --- /dev/null +++ b/ThinkTwice-Olmo3-7B-Instruct.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:80b4f0109d9f3057064eeb90ec9d50482648610f03d4235a75d40246c1fd22cd +size 5208713088 diff --git a/ThinkTwice-Olmo3-7B-Instruct.Q5_K_S.gguf b/ThinkTwice-Olmo3-7B-Instruct.Q5_K_S.gguf new file mode 100644 index 0000000..cfff9c8 --- /dev/null +++ b/ThinkTwice-Olmo3-7B-Instruct.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4d8072f9f48cf05156dce540a2873f22a59f76ab89365459a38f4527dc895566 +size 5077247872 diff --git a/ThinkTwice-Olmo3-7B-Instruct.Q6_K.gguf b/ThinkTwice-Olmo3-7B-Instruct.Q6_K.gguf new file mode 100644 index 0000000..329fd0a --- /dev/null +++ b/ThinkTwice-Olmo3-7B-Instruct.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:43a210858c01bb580b828048d5241fbae622980416b72152bc4162f06bcae360 +size 5991893568 diff --git a/ThinkTwice-Olmo3-7B-Instruct.Q8_0.gguf b/ThinkTwice-Olmo3-7B-Instruct.Q8_0.gguf new file mode 100644 index 0000000..f3d5c0b --- /dev/null +++ b/ThinkTwice-Olmo3-7B-Instruct.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:35f8243868785a3038434f1e7a2650ee56fa21ca8302f65a08da2e23e3e13c2c +size 7759252672 diff --git a/ThinkTwice-Olmo3-7B-Instruct.f16.gguf b/ThinkTwice-Olmo3-7B-Instruct.f16.gguf new file mode 100644 index 0000000..1c4a038 --- /dev/null +++ b/ThinkTwice-Olmo3-7B-Instruct.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ff12d484db7ac0e7a78334a10bccae242d75f6164e26f84d8485230cfa8c4d11 +size 14600642752