commit f971be3017da7d44edeb4e952cd0768dbbfa9c5f Author: ModelHub XC Date: Fri Jun 19 16:40:19 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/Explora-0.6B-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..1a23f36 --- /dev/null +++ b/.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 +imatrix.dat filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Explora-0.6B.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/Explora-0.6B.i1-IQ1_M.gguf b/Explora-0.6B.i1-IQ1_M.gguf new file mode 100644 index 0000000..e8ac8dc --- /dev/null +++ b/Explora-0.6B.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4007cf145c7d00d830906750ce0d5055afba6dce54d2fb23a7ce225666dc88c0 +size 216053536 diff --git a/Explora-0.6B.i1-IQ1_S.gguf b/Explora-0.6B.i1-IQ1_S.gguf new file mode 100644 index 0000000..5bb6dfd --- /dev/null +++ b/Explora-0.6B.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:43bbe0437740938e71b01579e5491a5c1b4dd43643fdbfc97f365807298b8809 +size 208017184 diff --git a/Explora-0.6B.i1-IQ2_M.gguf b/Explora-0.6B.i1-IQ2_M.gguf new file mode 100644 index 0000000..be75110 --- /dev/null +++ b/Explora-0.6B.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ef93ffc1d44ff027430401b35abf67f13fac9907a0cc8a2e970f67580a5f1679 +size 264910624 diff --git a/Explora-0.6B.i1-IQ2_S.gguf b/Explora-0.6B.i1-IQ2_S.gguf new file mode 100644 index 0000000..e582350 --- /dev/null +++ b/Explora-0.6B.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:33bda28dd58837f2147834eaa6899946bf6da7adba51a1d7613358696b6e3d5c +size 254195488 diff --git a/Explora-0.6B.i1-IQ2_XS.gguf b/Explora-0.6B.i1-IQ2_XS.gguf new file mode 100644 index 0000000..337d010 --- /dev/null +++ b/Explora-0.6B.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4b74e90e2b43b0f2684105abe23e0c8f808dfb76882def41f78e37f4b79da7ef +size 241997600 diff --git a/Explora-0.6B.i1-IQ2_XXS.gguf b/Explora-0.6B.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..88f9846 --- /dev/null +++ b/Explora-0.6B.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d93b5ee0c947b88f03aa5915d6abe2137b61e38ab69289198e2b2706c2104ca5 +size 229447456 diff --git a/Explora-0.6B.i1-IQ3_M.gguf b/Explora-0.6B.i1-IQ3_M.gguf new file mode 100644 index 0000000..49cf6c7 --- /dev/null +++ b/Explora-0.6B.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2fd32a245c0b4acc261966a70eae8bd7786a7629e07276726305197b4b1d7a04 +size 336028448 diff --git a/Explora-0.6B.i1-IQ3_S.gguf b/Explora-0.6B.i1-IQ3_S.gguf new file mode 100644 index 0000000..e110bd1 --- /dev/null +++ b/Explora-0.6B.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b9c35d39f2ad23075e5524aeece205f5803ca9af2c9dd5e5579dad75598756bb +size 323076896 diff --git a/Explora-0.6B.i1-IQ3_XS.gguf b/Explora-0.6B.i1-IQ3_XS.gguf new file mode 100644 index 0000000..0420d93 --- /dev/null +++ b/Explora-0.6B.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ce01d105eb0057343953f1108ca24291510bacc61e625d7294006e484cc210a7 +size 312754976 diff --git a/Explora-0.6B.i1-IQ3_XXS.gguf b/Explora-0.6B.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..54412d8 --- /dev/null +++ b/Explora-0.6B.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:05f56383e64edf19150293f095c4a61387aa1bffcf59bb13ffe70a83aa5ca3f1 +size 279017248 diff --git a/Explora-0.6B.i1-IQ4_NL.gguf b/Explora-0.6B.i1-IQ4_NL.gguf new file mode 100644 index 0000000..219fe14 --- /dev/null +++ b/Explora-0.6B.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:087ae4430dd49383b9eb1167412443f471750bf63a81fe5213ad7a30484d0784 +size 381567776 diff --git a/Explora-0.6B.i1-IQ4_XS.gguf b/Explora-0.6B.i1-IQ4_XS.gguf new file mode 100644 index 0000000..f9d3374 --- /dev/null +++ b/Explora-0.6B.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:700405ebf02e7083dfc4ea095d090c5aaf0bc3816c28d93377ac81c9145d2935 +size 367805216 diff --git a/Explora-0.6B.i1-Q2_K.gguf b/Explora-0.6B.i1-Q2_K.gguf new file mode 100644 index 0000000..162e8a5 --- /dev/null +++ b/Explora-0.6B.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:05c3bc8afefcfaff070052734175e1e103ff04791cf5bc35285cfa60c837c945 +size 296239904 diff --git a/Explora-0.6B.i1-Q2_K_S.gguf b/Explora-0.6B.i1-Q2_K_S.gguf new file mode 100644 index 0000000..5f10271 --- /dev/null +++ b/Explora-0.6B.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5f5ec3078e13811b51df6e0fdd7165130a7a665c7eaaca27ca6d130052f2f44a +size 280560416 diff --git a/Explora-0.6B.i1-Q3_K_L.gguf b/Explora-0.6B.i1-Q3_K_L.gguf new file mode 100644 index 0000000..47422a0 --- /dev/null +++ b/Explora-0.6B.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ad4a784c51fbeb90f88ef6f6298a8de32a7b85dd75c463879e07d857b7d478bd +size 368493344 diff --git a/Explora-0.6B.i1-Q3_K_M.gguf b/Explora-0.6B.i1-Q3_K_M.gguf new file mode 100644 index 0000000..cc81812 --- /dev/null +++ b/Explora-0.6B.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4c4af5973c9089d0513dce1c7208d04af6d2b8f10c539b98af8c804be5df5b97 +size 347128608 diff --git a/Explora-0.6B.i1-Q3_K_S.gguf b/Explora-0.6B.i1-Q3_K_S.gguf new file mode 100644 index 0000000..8dfca4e --- /dev/null +++ b/Explora-0.6B.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:45e76693e14744a8bf30f8bf0239cc26bcc4e2dd7ff1559a91ce090c4d0033c4 +size 323076896 diff --git a/Explora-0.6B.i1-Q4_0.gguf b/Explora-0.6B.i1-Q4_0.gguf new file mode 100644 index 0000000..6befdbf --- /dev/null +++ b/Explora-0.6B.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5d98695410ef2774e3088af4b2f07c9759877ac969ebdcc923f68c24531940bb +size 382157600 diff --git a/Explora-0.6B.i1-Q4_1.gguf b/Explora-0.6B.i1-Q4_1.gguf new file mode 100644 index 0000000..6d8239b --- /dev/null +++ b/Explora-0.6B.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8895d615a5f33bf3bad5f298ca6d4c6020dad81ed0bc77e03c0d8a188f029391 +size 409092896 diff --git a/Explora-0.6B.i1-Q4_K_M.gguf b/Explora-0.6B.i1-Q4_K_M.gguf new file mode 100644 index 0000000..b1d3ddd --- /dev/null +++ b/Explora-0.6B.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:50858d7d40811ad9f4aa53e5ab93f7ac253f57c26be2ef0be476b6d80a75306d +size 396706592 diff --git a/Explora-0.6B.i1-Q4_K_S.gguf b/Explora-0.6B.i1-Q4_K_S.gguf new file mode 100644 index 0000000..0fb2973 --- /dev/null +++ b/Explora-0.6B.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:80e5489adeefff434eeb22886a2a5ce643f52bdcd8e7f59ed56b994398e77ecf +size 383271712 diff --git a/Explora-0.6B.i1-Q5_K_M.gguf b/Explora-0.6B.i1-Q5_K_M.gguf new file mode 100644 index 0000000..651d78b --- /dev/null +++ b/Explora-0.6B.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3068429d4412944311ffea920e5e56a26126633318d89650bf140303fb5b39e2 +size 444416800 diff --git a/Explora-0.6B.i1-Q5_K_S.gguf b/Explora-0.6B.i1-Q5_K_S.gguf new file mode 100644 index 0000000..42310bc --- /dev/null +++ b/Explora-0.6B.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:91e83074e9d08a2900538149b0460bef6026e8b94cc4bc254de4534e6a95fda7 +size 436618016 diff --git a/Explora-0.6B.i1-Q6_K.gguf b/Explora-0.6B.i1-Q6_K.gguf new file mode 100644 index 0000000..bb20397 --- /dev/null +++ b/Explora-0.6B.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d2e366177ab15b04d366b2425104f71d0786940de24b34db12fd4bff380c4c39 +size 495108896 diff --git a/README.md b/README.md new file mode 100644 index 0000000..a460a5f --- /dev/null +++ b/README.md @@ -0,0 +1,91 @@ +--- +base_model: prithivMLmods/Explora-0.6B +datasets: +- prithivMLmods/Open-Omega-Explora-2.5M +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- text-generation-inference +- moe +- code +- science +- biology +- chemistry +- thinking +--- +## About + + + + + + +weighted/imatrix quants of https://huggingface.co/prithivMLmods/Explora-0.6B + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Explora-0.6B-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/Explora-0.6B-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/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-IQ1_S.gguf) | i1-IQ1_S | 0.3 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-IQ1_M.gguf) | i1-IQ1_M | 0.3 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 0.3 | | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 0.3 | | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-IQ2_S.gguf) | i1-IQ2_S | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-IQ2_M.gguf) | i1-IQ2_M | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 0.4 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 0.4 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-Q2_K.gguf) | i1-Q2_K | 0.4 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-IQ3_S.gguf) | i1-IQ3_S | 0.4 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 0.4 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-IQ3_M.gguf) | i1-IQ3_M | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 0.4 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 0.5 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 0.5 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-Q4_0.gguf) | i1-Q4_0 | 0.5 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 0.5 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 0.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-Q4_1.gguf) | i1-Q4_1 | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/Explora-0.6B-i1-GGUF/resolve/main/Explora-0.6B.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. + + diff --git a/imatrix.dat b/imatrix.dat new file mode 100644 index 0000000..dd0b160 --- /dev/null +++ b/imatrix.dat @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:18af63141e42a68b38de75b088fec1150a3bd3285093a17f15bdcb8514b1b91f +size 1153369