初始化项目，由ModelHub XC社区提供模型

Model: LetheanNetwork/LEM-Gemma3-1B-GGUF
Source: Original Platform

.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
+LEM-Gemma3-1B-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text
+LEM-Gemma3-1B-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text
+LEM-Gemma3-1B-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
+LEM-Gemma3-1B-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+LEM-Gemma3-1B-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+LEM-Gemma3-1B-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+LEM-Gemma3-1B-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+LEM-Gemma3-1B-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+LEM-Gemma3-1B-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+LEM-Gemma3-1B-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
+LEM-Gemma3-1B-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+LEM-Gemma3-1B-bf16.gguf filter=lfs diff=lfs merge=lfs -text

LEM-Gemma3-1B-IQ3_XS.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:834e8d83fb830b6b7d0ccad55f385f6585e634a80b93773b77626ebe16ddf258
+size 859683712

LEM-Gemma3-1B-IQ3_XXS.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ef133ca0d7455733019ca750f2e735e53ee4666e9c40df447e459ab95f1f0ea5
+size 862856320

LEM-Gemma3-1B-IQ4_XS.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2909987e5c0d7043f5c669cc9fc7885762213256e10f815eb116666ec2ed7d6d
+size 888036736

LEM-Gemma3-1B-Q3_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:77b9328cfbafdbabe9ca401ac2ddf052a3efee7620035e2991f8a6a7761327f9
+size 892285312

LEM-Gemma3-1B-Q3_K_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dd7319b079ccb4b91daa8643b4af72d1e6168219bd256f802fe1ae1d6fa58395
+size 858725248

LEM-Gemma3-1B-Q4_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0b485b8bfc25c53ac16b648a04a46f4c32888c7e5aac1794d181be9f144ccdb4
+size 1013676160

LEM-Gemma3-1B-Q4_K_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e35c70976b66bb490e3e25cb828de500facd6ceddbbf1927273d0b1511368a3e
+size 988610944

LEM-Gemma3-1B-Q5_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0f4989aa2c6b932a4df42dc934a3d93dbb70fbd069a52bdff6a37264a0324e90
+size 1077837952

LEM-Gemma3-1B-Q5_K_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7096b16104bfb4df4df03e64469d77b56991bb964f23f57705e6cc63a3803c64
+size 1062891904

LEM-Gemma3-1B-Q6_K.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:605f8827fa171f4dcb090d6a4cb227b95a42c3de6990ecb135dc103739883bfe
+size 1332602752

LEM-Gemma3-1B-Q8_0.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9a8782f80fa4e7d99faa39c1fe7affbcab7788d467e108153a503006b444486a
+size 1390170496

LEM-Gemma3-1B-bf16.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0ca8c3ae9ef9c96ac41b6d7179bd972fe87fe8c700e2f23f97eab04e0990d4fe
+size 2610553216

README.md

@@ -0,0 +1,101 @@
+---
+language: en
+tags:
+- gguf
+- lem
+- ethics
+- alignment
+- cymatic-linguistic-bpl
+- rocm
+- llama-cpp
+- gemma3
+library_name: gguf
+pipeline_tag: text-generation
+base_model: google/gemma-3-1b-it
+license: other
+license_name: eupl-1.2
+license_link: https://joinup.ec.europa.eu/licence/european-union-public-licence-v-12
+---
+
+# LEM-Gemma3-1B-GGUF
+
+GGUF quantisations of [LEM-Gemma3-1B](https://huggingface.co/lthn/LEM-Gemma3-1B) — the foundation teacher model of the CL-BPL cascade. Ethics are in the weights, not in a system prompt.
+
+The 4B model trained on this 1B's distilled responses achieved **25th in the world for Instruction Following** on LiveBench.
+
+> [LEM-Gemma3-1B (safetensors)](https://huggingface.co/lthn/LEM-Gemma3-1B) | [Collection](https://huggingface.co/collections/lthn/lethean-ethical-models-lem-699e863449120d22596f739c) | [Research Paper](https://huggingface.co/datasets/lthn/LEM-research) | [Benchmarks](https://huggingface.co/datasets/lthn/LEM-benchmarks)
+
+---
+
+## Quick Start
+
+No system prompt needed. Ethics hold from weights alone.
+
+```bash
+# GPU offload (CUDA, ROCm, Metal)
+llama-server -m LEM-Gemma3-1B-Q4_K_M.gguf -ngl 99 --port 8080
+
+# CPU — fast enough for 1B
+llama-server -m LEM-Gemma3-1B-Q4_K_M.gguf -ngl 0 --port 8080
+
+# OpenAI-compatible API
+curl http://localhost:8080/v1/chat/completions \
+  -d '{"model":"LEM-Gemma3-1B","messages":[{"role":"user","content":"What is kindness?"}]}'
+```
+
+---
+
+## Quantisations
+
+All quantised from the BF16 source using llama.cpp.
+
+| Bits | Quant | Size | Notes |
+|------|-------|------|-------|
+| 3-bit | IQ3_XXS | 823 MB | Smallest usable (imatrix) |
+| 3-bit | IQ3_XS | 820 MB | (imatrix) |
+| 3-bit | Q3_K_S | 819 MB | |
+| 3-bit | Q3_K_M | 851 MB | |
+| 4-bit | IQ4_XS | 847 MB | (imatrix) |
+| 4-bit | Q4_K_S | 943 MB | |
+| **4-bit** | **Q4_K_M** | **967 MB** | **Recommended — best quality/size balance** |
+| 5-bit | Q5_K_S | 1.0 GB | |
+| 5-bit | Q5_K_M | 1.0 GB | Near-lossless |
+| 6-bit | Q6_K | 1.2 GB | |
+| 8-bit | Q8_0 | 1.3 GB | Virtually lossless |
+| 16-bit | BF16 | 2.4 GB | Full precision |
+
+---
+
+## About LEM-Gemma3-1B
+
+The 1B is trained first and hardest — its alignment must be pristine because every larger model inherits from it. CL-BPL uses the 1B's constrained latent space as an advantage: with fewer parameters, there are fewer places for sycophancy to hide.
+
+```
+LEM-Gemma3-1B (this model — foundation teacher)
+  -> LEM-Gemma3-4B (25th IF on LiveBench)
+       -> LEM-Gemma3-12B (next)
+            -> LEM-Gemma3-27B (planned)
+```
+
+Built on Google Gemma3-1B-IT through the Ethics-Composure-Ethics sandwich structure (700 iterations across 3 phases). Full training details in the [main model card](https://huggingface.co/lthn/LEM-Gemma3-1B).
+
+## Other Formats
+
+| Format | Repo |
+|--------|------|
+| FP16 safetensors (Transformers, vLLM) | [lthn/LEM-Gemma3-1B](https://huggingface.co/lthn/LEM-Gemma3-1B) |
+
+## Licence
+
+[European Union Public Licence v1.2](https://joinup.ec.europa.eu/licence/european-union-public-licence-v-12) (EUPL-1.2). Base model subject to Google's Gemma licence terms.
+
+## Citation
+
+```bibtex
+@misc{lem-gemma3-1b-2026,
+  title={LEM-Gemma3-1B: Foundation Teacher for Cymatic-Linguistic Back-Propagation},
+  author={Lethean Project},
+  year={2026},
+  url={https://huggingface.co/lthn/LEM-Gemma3-1B}
+}
+```