commit 4cab16e4c7991cbe94289e5540210562e76a7973 Author: ModelHub XC Date: Thu Sep 10 04:32:15 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: adeljebali/llama3.1-gec-strict Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..f908a03 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,39 @@ +*.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 +Meta-Llama-3.1-8B.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +Meta-Llama-3.1-8B.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/Meta-Llama-3.1-8B.Q4_K_M.gguf b/Meta-Llama-3.1-8B.Q4_K_M.gguf new file mode 100644 index 0000000..c43e07d --- /dev/null +++ b/Meta-Llama-3.1-8B.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8afda7d258bf0b81990875040d5b9ab117a1a6b5b6a2a1883e0256d06a7f703a +size 4920734272 diff --git a/Meta-Llama-3.1-8B.Q6_K.gguf b/Meta-Llama-3.1-8B.Q6_K.gguf new file mode 100644 index 0000000..12a46ed --- /dev/null +++ b/Meta-Llama-3.1-8B.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4789878d69c35f7b059513673f9bff4daaddc499cbf7772d023cc74ea5004831 +size 6596006464 diff --git a/Meta-Llama-3.1-8B.Q8_0.gguf b/Meta-Llama-3.1-8B.Q8_0.gguf new file mode 100644 index 0000000..8d7c04e --- /dev/null +++ b/Meta-Llama-3.1-8B.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:69f22fb9308dc003e6d30a0485c0d7979abfe41ae69553852afb0b96bba56a2e +size 8540770880 diff --git a/README.md b/README.md new file mode 100644 index 0000000..57bca16 --- /dev/null +++ b/README.md @@ -0,0 +1,86 @@ +--- +base_model: unsloth/Meta-Llama-3.1-8B-bnb-4bit +library_name: peft +pipeline_tag: text-generation +tags: +- base_model:adapter:unsloth/Meta-Llama-3.1-8B-bnb-4bit +- lora +- sft +- transformers +- trl +- unsloth +--- + +# Model Card + + +## Model Description + +A French grammar correction model designed primarily for learners of French as a second language (FSL/FLE). It corrects grammar, spelling, syntax, punctuation, and stylistic issues while preserving the original meaning and tone as much as possible. + +The model is especially effective for: + +- French learners and students +- Academic and professional writing +- Language practice and self-correction +- Improving fluency and sentence naturalness + +It can also perform high-quality translation from English to French, making it useful both as a grammar corrector and as a lightweight bilingual writing assistant. + +Optimized for local inference with LM Studio and compatible with GGUF quantizations for efficient CPU or GPU deployment. + + +- **Developed by:** Adel Jebali, Concordia University +- **Funded by:** SSHRC +- **Language(s) (NLP):** French +- **License:** Apache 2.0 +- **Finetuned:** from Llama 3.1-8B + +## Uses + +Correct you French written texts! It is not a chat model. + + +## Bias, Risks, and Limitations + +This AI LLM is not 100% bullet-proof. Errors are still possible. + + +## How to use + +Works best with [LM Studio](https://lmstudio.ai) and is available in three quantization formats: + +* **4-bit — Q4_K_M — 4.92 GB** + Best choice for low-memory systems and entry-level hardware. Recommended for Macs with only 8 GB of unified memory or older GPUs. Offers the fastest loading times and lowest VRAM usage, with a small trade-off in output quality and coherence. + +* **6-bit — Q6_K — 6.6 GB** + Excellent balance between quality, speed, and memory consumption. A strong default option for most users with 12–16 GB of RAM or mid-range GPUs. In many cases, it delivers quality close to 8-bit while remaining significantly lighter. + +* **8-bit — Q8_0 — 8.54 GB** + Highest quality and most faithful outputs among the available quantizations. Recommended if your hardware can handle it, especially with a dedicated GPU or Apple Silicon Mac with sufficient unified memory. Produces more stable generations, better grammatical consistency, and fewer hallucinations. + +## Recommendations + +* **8 GB Macs:** use **Q4_K_M** +* **16 GB systems:** use **Q6_K** for the best balance +* **24 GB+ RAM or modern GPU:** use **Q8_0** for maximum quality + +For optimal performance in [LM Studio](https://lmstudio.ai): + +* Enable **GPU offloading** when available +* Increase the **context length** only if needed, since larger contexts consume more memory +* On Apple Silicon Macs, Metal acceleration significantly improves inference speed +* Temperature 0 (or 0.1) +* Min p 0 +* Top k 0 +* Top p 1 + +If your priority is: + +* **Maximum speed / lowest memory usage → Q4_K_M** +* **Best balance → Q6_K** +* **Best overall quality → Q8_0** + + +# Paper +A. Jebali, "Developing a Grammatical Error Correction System for French Second Language Written Texts," 2025 5th International Conference on Electrical, Computer and Energy Technologies (ICECET), Paris, France, 2025, pp. 1-6, doi: 10.1109/ICECET63943.2025.11472110. diff --git a/adapter_config.json b/adapter_config.json new file mode 100644 index 0000000..64e3dae --- /dev/null +++ b/adapter_config.json @@ -0,0 +1,52 @@ +{ + "alora_invocation_tokens": null, + "alpha_pattern": {}, + "arrow_config": null, + "auto_mapping": { + "base_model_class": "LlamaForCausalLM", + "parent_library": "transformers.models.llama.modeling_llama", + "unsloth_fixed": true + }, + "base_model_name_or_path": "unsloth/Meta-Llama-3.1-8B-bnb-4bit", + "bias": "none", + "corda_config": null, + "ensure_weight_tying": false, + "eva_config": null, + "exclude_modules": null, + "fan_in_fan_out": false, + "inference_mode": true, + "init_lora_weights": true, + "layer_replication": null, + "layers_pattern": null, + 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