commit 0e5f4bfc696c276869209e85ffecb12a43331589 Author: ModelHub XC Date: Wed Jun 17 13:50:13 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: prithivMLmods/Qwen3-Bifrost-SOL-4B-GUFF Source: Original Platform diff --git a/ Qwen3-Bifrost-SOL-4B.BF16.gguf b/ Qwen3-Bifrost-SOL-4B.BF16.gguf new file mode 100644 index 0000000..ea6db76 --- /dev/null +++ b/ Qwen3-Bifrost-SOL-4B.BF16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ab959621065b03e6d02477453fed2c49f89ff87751af0edce68a581e4bf70d72 +size 8051284704 diff --git a/ Qwen3-Bifrost-SOL-4B.F16.gguf b/ Qwen3-Bifrost-SOL-4B.F16.gguf new file mode 100644 index 0000000..04ff135 --- /dev/null +++ b/ Qwen3-Bifrost-SOL-4B.F16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5448eac6255d3dfbb9e9b1b5063e663f76ba576bdfe39acce8d81bec38587f37 +size 8051284704 diff --git a/ Qwen3-Bifrost-SOL-4B.F32.gguf b/ Qwen3-Bifrost-SOL-4B.F32.gguf new file mode 100644 index 0000000..d8d70df --- /dev/null +++ b/ Qwen3-Bifrost-SOL-4B.F32.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:48246742755ab50ee5b4afa85d82e0eefd0f19ed7f69a448b567378c9851c96b +size 16095828704 diff --git a/ Qwen3-Bifrost-SOL-4B.Q2_K.gguf b/ Qwen3-Bifrost-SOL-4B.Q2_K.gguf new file mode 100644 index 0000000..e26ca5d --- /dev/null +++ b/ Qwen3-Bifrost-SOL-4B.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b65cc10b1bf91be21da147ccf8b26974aef22847ffb8f2738fb8db855486dac9 +size 1669499104 diff --git a/ Qwen3-Bifrost-SOL-4B.Q3_K_L.gguf b/ Qwen3-Bifrost-SOL-4B.Q3_K_L.gguf new file mode 100644 index 0000000..b83dfe2 --- /dev/null +++ b/ Qwen3-Bifrost-SOL-4B.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:de280605ddb86d969fbf69c98dc1a6e2f754df1ed2a87458709d56345b88f4cb +size 2239785184 diff --git a/ Qwen3-Bifrost-SOL-4B.Q3_K_M.gguf b/ Qwen3-Bifrost-SOL-4B.Q3_K_M.gguf new file mode 100644 index 0000000..2807de6 --- /dev/null +++ b/ Qwen3-Bifrost-SOL-4B.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:86a06562d592644bceb7f9001d6f228f81d47101eb2051f5fac9e6a8b5ef3b9c +size 2075617504 diff --git a/ Qwen3-Bifrost-SOL-4B.Q3_K_S.gguf b/ Qwen3-Bifrost-SOL-4B.Q3_K_S.gguf new file mode 100644 index 0000000..b90dad8 --- /dev/null +++ b/ Qwen3-Bifrost-SOL-4B.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9ea1517fbb9b7dd8a91082e6d309cbd10eabdff2fc55df9bffe8d104383b3ba4 +size 1886996704 diff --git a/ Qwen3-Bifrost-SOL-4B.Q4_K_M.gguf b/ Qwen3-Bifrost-SOL-4B.Q4_K_M.gguf new file mode 100644 index 0000000..f222212 --- /dev/null +++ b/ Qwen3-Bifrost-SOL-4B.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:481de8438c71c75866ce64d64fda4b76382cd129c9043b9aac03bfa79ebae72d +size 2497280224 diff --git a/ Qwen3-Bifrost-SOL-4B.Q4_K_S.gguf b/ Qwen3-Bifrost-SOL-4B.Q4_K_S.gguf new file mode 100644 index 0000000..f211811 --- /dev/null +++ b/ Qwen3-Bifrost-SOL-4B.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:da34e5c8d608d0d2dff1700fe894a950e47f4539d219e879c59fa1080e6930e9 +size 2383309024 diff --git a/ Qwen3-Bifrost-SOL-4B.Q5_K_M.gguf b/ Qwen3-Bifrost-SOL-4B.Q5_K_M.gguf new file mode 100644 index 0000000..07a8b1a --- /dev/null +++ b/ Qwen3-Bifrost-SOL-4B.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1dd311ac190ee2823c070abb83c2ac1f5a8446874403a5f7e7162c85c0553648 +size 2889513184 diff --git a/ Qwen3-Bifrost-SOL-4B.Q5_K_S.gguf b/ Qwen3-Bifrost-SOL-4B.Q5_K_S.gguf new file mode 100644 index 0000000..e965efb --- /dev/null +++ b/ Qwen3-Bifrost-SOL-4B.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b743d254c1a42cc4dc95e3aa347ad6a59ceae5a8714770c1ecf86efa0f654ef9 +size 2823710944 diff --git a/ Qwen3-Bifrost-SOL-4B.Q6_K.gguf b/ Qwen3-Bifrost-SOL-4B.Q6_K.gguf new file mode 100644 index 0000000..6f4d69d --- /dev/null +++ b/ Qwen3-Bifrost-SOL-4B.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e3f8cade3dc34b6290eac52523d087dc87e49ad37594c7ac08ac1176c3aa3338 +size 3306260704 diff --git a/ Qwen3-Bifrost-SOL-4B.Q8_0.gguf b/ Qwen3-Bifrost-SOL-4B.Q8_0.gguf new file mode 100644 index 0000000..dfad527 --- /dev/null +++ b/ Qwen3-Bifrost-SOL-4B.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4fca36310605b5ba15ac7e86445830f4e4e1e56cbd4a686d91a3aa53547b3ce2 +size 4280404704 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..7eb5cc8 --- /dev/null +++ b/README.md @@ -0,0 +1,42 @@ +--- +license: apache-2.0 +base_model: +- Bifrost-AI/Qwen3-Bifrost-SOL-4B +language: +- en +pipeline_tag: text-generation +library_name: transformers +tags: +- text-generation-inference +--- + +# **Qwen3-Bifrost-SOL-4B-GUFF** + +> Qwen3 Bifrost SOL 4B is a specialized, fine-tuned variant of the Qwen3-4B base model crafted for blockchain coding and smart contract development within the Solana ecosystem. It was trained using the Solana Vanguard Challenge dataset, which comprises 1,000 in-depth questions covering a broad spectrum of topics: fundamental blockchain concepts, advanced on-chain programming in Rust (including security, state management, CPIs, and PDAs), as well as client-side integration in TypeScript with tools like @solana/web3.js, wallet adapters, and Metaplex for NFTs. This model was trained over 11 hours and 22 minutes using an NVIDIA GeForce RTX 3090, and features ongoing development with further fine-tuning, benchmarking, and future extensions planned (such as C# coverage via Solnet). Intended for research and development, Bifrost SOL 4B should not be deployed in production environments without thorough testing, as it may still produce unexpected or biased outputs despite alignment efforts using SFT and DPO. + +## Model Files + +| File Name | Quant Type | File Size | +| - | - | - | +| Qwen3-Bifrost-SOL-4B.BF16.gguf | BF16 | 8.05 GB | +| Qwen3-Bifrost-SOL-4B.F16.gguf | F16 | 8.05 GB | +| Qwen3-Bifrost-SOL-4B.F32.gguf | F32 | 16.1 GB | +| Qwen3-Bifrost-SOL-4B.Q2_K.gguf | Q2_K | 1.67 GB | +| Qwen3-Bifrost-SOL-4B.Q3_K_L.gguf | Q3_K_L | 2.24 GB | +| Qwen3-Bifrost-SOL-4B.Q3_K_M.gguf | Q3_K_M | 2.08 GB | +| Qwen3-Bifrost-SOL-4B.Q3_K_S.gguf | Q3_K_S | 1.89 GB | +| Qwen3-Bifrost-SOL-4B.Q4_K_M.gguf | Q4_K_M | 2.5 GB | +| Qwen3-Bifrost-SOL-4B.Q4_K_S.gguf | Q4_K_S | 2.38 GB | +| Qwen3-Bifrost-SOL-4B.Q5_K_M.gguf | Q5_K_M | 2.89 GB | +| Qwen3-Bifrost-SOL-4B.Q5_K_S.gguf | Q5_K_S | 2.82 GB | +| Qwen3-Bifrost-SOL-4B.Q6_K.gguf | Q6_K | 3.31 GB | +| Qwen3-Bifrost-SOL-4B.Q8_0.gguf | Q8_0 | 4.28 GB | + +## 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/config.json b/config.json new file mode 100644 index 0000000..5d0c447 --- /dev/null +++ b/config.json @@ -0,0 +1,3 @@ +{ + "model_type": "qwen3" +} \ 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