From 53c076c94986676d0dbe9914445aeb26935b4afc Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Fri, 10 Apr 2026 10:38:10 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: prithivMLmods/Ross-640-BMath-1.5B-GGUF Source: Original Platform --- .gitattributes | 47 +++++++++++++++++++++++++++++++++ README.md | 42 +++++++++++++++++++++++++++++ Ross-640-BMath-1.5B.BF16.gguf | 3 +++ Ross-640-BMath-1.5B.F16.gguf | 3 +++ Ross-640-BMath-1.5B.F32.gguf | 3 +++ Ross-640-BMath-1.5B.Q2_K.gguf | 3 +++ Ross-640-BMath-1.5B.Q3_K_L.gguf | 3 +++ Ross-640-BMath-1.5B.Q3_K_M.gguf | 3 +++ Ross-640-BMath-1.5B.Q3_K_S.gguf | 3 +++ Ross-640-BMath-1.5B.Q4_K_M.gguf | 3 +++ Ross-640-BMath-1.5B.Q4_K_S.gguf | 3 +++ Ross-640-BMath-1.5B.Q5_K_M.gguf | 3 +++ Ross-640-BMath-1.5B.Q5_K_S.gguf | 3 +++ Ross-640-BMath-1.5B.Q6_K.gguf | 3 +++ Ross-640-BMath-1.5B.Q8_0.gguf | 3 +++ config.json | 3 +++ configuration.json | 1 + 17 files changed, 132 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 Ross-640-BMath-1.5B.BF16.gguf create mode 100644 Ross-640-BMath-1.5B.F16.gguf create mode 100644 Ross-640-BMath-1.5B.F32.gguf create mode 100644 Ross-640-BMath-1.5B.Q2_K.gguf create mode 100644 Ross-640-BMath-1.5B.Q3_K_L.gguf create mode 100644 Ross-640-BMath-1.5B.Q3_K_M.gguf create mode 100644 Ross-640-BMath-1.5B.Q3_K_S.gguf create mode 100644 Ross-640-BMath-1.5B.Q4_K_M.gguf create mode 100644 Ross-640-BMath-1.5B.Q4_K_S.gguf create mode 100644 Ross-640-BMath-1.5B.Q5_K_M.gguf create mode 100644 Ross-640-BMath-1.5B.Q5_K_S.gguf create mode 100644 Ross-640-BMath-1.5B.Q6_K.gguf create mode 100644 Ross-640-BMath-1.5B.Q8_0.gguf create mode 100644 config.json create mode 100644 configuration.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..53d7257 --- /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 +*.bin.* filter=lfs diff=lfs merge=lfs -text +*.bz2 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 +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack 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 +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +saved_model/**/* 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 +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zstandard filter=lfs diff=lfs merge=lfs -text +*.tfevents* filter=lfs diff=lfs merge=lfs -text +*.db* filter=lfs diff=lfs merge=lfs -text +*.ark* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*data* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.meta filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.index filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.gguf* filter=lfs diff=lfs merge=lfs -text +*.ggml filter=lfs diff=lfs merge=lfs -text +*.llamafile* filter=lfs diff=lfs merge=lfs -text +*.pt2 filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..874138d --- /dev/null +++ b/README.md @@ -0,0 +1,42 @@ +--- +license: apache-2.0 +language: +- en +base_model: +- prithivMLmods/Ross-640-BMath-1.5B +pipeline_tag: text-generation +library_name: transformers +tags: +- text-generation-inference +- math +--- +# **Ross-640-BMath-1.5B-GGUF** + +> **Ross-640-BMath-1.5B** is an **experimental, high-precision math explanation model** fine-tuned on **Qwen2-1.5B**, designed to provide **step-by-step mathematical derivations** and **detailed concept explanations** across a wide range of mathematical domains. It is **not optimized for general reasoning or conversation**, and focuses primarily on **structured, non-reasoning math workflows** including algebra, calculus, number theory, and combinatorics. + +## Model Files + +| File Name | Size | Format | Description | +|-----------|------|--------|-------------| +| Ross-640-BMath-1.5B.F32.gguf | 6.18 GB | F32 | Full precision 32-bit floating point | +| Ross-640-BMath-1.5B.F16.gguf | 3.09 GB | F16 | Half precision 16-bit floating point | +| Ross-640-BMath-1.5B.BF16.gguf | 3.09 GB | BF16 | Brain floating point 16-bit | +| Ross-640-BMath-1.5B.Q8_0.gguf | 1.65 GB | Q8_0 | 8-bit quantized | +| Ross-640-BMath-1.5B.Q6_K.gguf | 1.27 GB | Q6_K | 6-bit quantized | +| Ross-640-BMath-1.5B.Q5_K_M.gguf | 1.13 GB | Q5_K_M | 5-bit quantized, medium quality | +| Ross-640-BMath-1.5B.Q5_K_S.gguf | 1.1 GB | Q5_K_S | 5-bit quantized, small quality | +| Ross-640-BMath-1.5B.Q4_K_M.gguf | 986 MB | Q4_K_M | 4-bit quantized, medium quality | +| Ross-640-BMath-1.5B.Q4_K_S.gguf | 940 MB | Q4_K_S | 4-bit quantized, small quality | +| Ross-640-BMath-1.5B.Q3_K_L.gguf | 880 MB | Q3_K_L | 3-bit quantized, large quality | +| Ross-640-BMath-1.5B.Q3_K_M.gguf | 824 MB | Q3_K_M | 3-bit quantized, medium quality | +| Ross-640-BMath-1.5B.Q3_K_S.gguf | 761 MB | Q3_K_S | 3-bit quantized, small quality | +| Ross-640-BMath-1.5B.Q2_K.gguf | 676 MB | Q2_K | 2-bit quantized | + +## Quants Usage + +(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants) + +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) \ No newline at end of file diff --git a/Ross-640-BMath-1.5B.BF16.gguf b/Ross-640-BMath-1.5B.BF16.gguf new file mode 100644 index 0000000..133e3ac --- /dev/null +++ b/Ross-640-BMath-1.5B.BF16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b49d57b48d4c3ea9b91954348582bd9aea65ea7d95152232ee91799fb05daa8a +size 3093666176 diff --git a/Ross-640-BMath-1.5B.F16.gguf b/Ross-640-BMath-1.5B.F16.gguf new file mode 100644 index 0000000..6a70585 --- /dev/null +++ b/Ross-640-BMath-1.5B.F16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a8d576840a285d0263a39a3b2bf1f7445cf0cf481a8ed9707ab203ee3ac780e1 +size 3093666176 diff --git a/Ross-640-BMath-1.5B.F32.gguf b/Ross-640-BMath-1.5B.F32.gguf new file mode 100644 index 0000000..e9b0e6e --- /dev/null +++ b/Ross-640-BMath-1.5B.F32.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b37984a973c8301f4cf4759976f73416905df7ef2e76f231f3e0102e522a06c6 +size 6180804992 diff --git a/Ross-640-BMath-1.5B.Q2_K.gguf b/Ross-640-BMath-1.5B.Q2_K.gguf new file mode 100644 index 0000000..2775b0c --- /dev/null +++ b/Ross-640-BMath-1.5B.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9d40ab799be1251768898d5287f255ccbff7a3eac5f0cae17d2911596494015a +size 676301696 diff --git a/Ross-640-BMath-1.5B.Q3_K_L.gguf b/Ross-640-BMath-1.5B.Q3_K_L.gguf new file mode 100644 index 0000000..66d58fb --- /dev/null +++ b/Ross-640-BMath-1.5B.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3e5a0c9bf4c1139af389e68989ce6e2b62791fb7d08501d2d05d6e3bff79de87 +size 880159616 diff --git a/Ross-640-BMath-1.5B.Q3_K_M.gguf b/Ross-640-BMath-1.5B.Q3_K_M.gguf new file mode 100644 index 0000000..fec2b67 --- /dev/null +++ b/Ross-640-BMath-1.5B.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:55e23086c8658dc6c689553bce2a634a083593ee56c078e5f08d22535dac3b3c +size 824175488 diff --git a/Ross-640-BMath-1.5B.Q3_K_S.gguf b/Ross-640-BMath-1.5B.Q3_K_S.gguf new file mode 100644 index 0000000..5e0b09d --- /dev/null +++ b/Ross-640-BMath-1.5B.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9ab288ca916f62ee649b376c6473503d5b19ff6d5a88e7a8907bd59397e07b2a +size 760941440 diff --git a/Ross-640-BMath-1.5B.Q4_K_M.gguf b/Ross-640-BMath-1.5B.Q4_K_M.gguf new file mode 100644 index 0000000..27ef9ae --- /dev/null +++ b/Ross-640-BMath-1.5B.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4a60aaa2b8b03ba153249dc2dc66a19709fdbfea87cdc6b772fd0a3d42799cc4 +size 986045312 diff --git a/Ross-640-BMath-1.5B.Q4_K_S.gguf b/Ross-640-BMath-1.5B.Q4_K_S.gguf new file mode 100644 index 0000000..ce14d93 --- /dev/null +++ b/Ross-640-BMath-1.5B.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0405a4acc3b7b23730c71c7d24aaf76dd4e253821037c7b24d1e6a6ea68bd3af +size 940309376 diff --git a/Ross-640-BMath-1.5B.Q5_K_M.gguf b/Ross-640-BMath-1.5B.Q5_K_M.gguf new file mode 100644 index 0000000..eb43c18 --- /dev/null +++ b/Ross-640-BMath-1.5B.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:de5c09b139d0f2ab3edd286ac9d5e3db849aaab9466a910192112c0d31baade1 +size 1125047168 diff --git a/Ross-640-BMath-1.5B.Q5_K_S.gguf b/Ross-640-BMath-1.5B.Q5_K_S.gguf new file mode 100644 index 0000000..e00b44c --- /dev/null +++ b/Ross-640-BMath-1.5B.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2621f61ac72b02f4c269d65d5761cbff6538d1127e69d67dbcc82e5b59a44d62 +size 1098726272 diff --git a/Ross-640-BMath-1.5B.Q6_K.gguf b/Ross-640-BMath-1.5B.Q6_K.gguf new file mode 100644 index 0000000..43309ae --- /dev/null +++ b/Ross-640-BMath-1.5B.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:79e539f715977594bd5779780ef8af2dbd2b4831ea9a241400347f041507c898 +size 1272736640 diff --git a/Ross-640-BMath-1.5B.Q8_0.gguf b/Ross-640-BMath-1.5B.Q8_0.gguf new file mode 100644 index 0000000..2c9679b --- /dev/null +++ b/Ross-640-BMath-1.5B.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e33502f0e84bbd665d1791a8e60ce89beb8cc0a35600e5ec41f0e0d8aa7f956e +size 1646569856 diff --git a/config.json b/config.json new file mode 100644 index 0000000..5ca493c --- /dev/null +++ b/config.json @@ -0,0 +1,3 @@ +{ + "model_type": "qwen2" +} \ No newline at end of file diff --git a/configuration.json b/configuration.json new file mode 100644 index 0000000..159097f --- /dev/null +++ b/configuration.json @@ -0,0 +1 @@ +{"framework": "pytorch", "task": "others", "allow_remote": true} \ No newline at end of file