commit 93128f0023ae1d893a07f50e120e22a0cddadb18 Author: ModelHub XC Date: Wed May 27 09:57:15 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: nyuuzyou/SmolLM2-360M-Eagle-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..20521ae --- /dev/null +++ b/.gitattributes @@ -0,0 +1,41 @@ +*.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 +SmolLM2-360M-Eagle-bf16.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-360M-Eagle-f16.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-360M-Eagle-f32.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-360M-Eagle-q8_0.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-360M-Eagle-tq1_0.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-360M-Eagle-tq2_0.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..aa0c1a0 --- /dev/null +++ b/README.md @@ -0,0 +1,67 @@ +--- +language: +- en +- ru +license: apache-2.0 +pipeline_tag: text-generation +base_model: +- nyuuzyou/SmolLM2-360M-Eagle +datasets: nyuuzyou/EagleSFT +co2_eq_emissions: + emissions: 5484 + source: Calculated based on power consumption and regional carbon intensity + training_type: fine-tuning + geographical_location: Saint-Petersburg, Russia + hardware_used: 1 RTX 4090 GPU +--- +# SmolLM2-360M-Eagle-GGUF + +SmolLM2-360M-Eagle-GGUF is a GGUF conversion of the [SmolLM2-360M-Eagle](https://huggingface.co/nyuuzyou/SmolLM2-360M-Eagle) model, which itself is a fine-tuned version of [SmolLM2-360M](https://huggingface.co/HuggingFaceTB/SmolLM2-360M) on the [EagleSFT](https://huggingface.co/datasets/nyuuzyou/EagleSFT) dataset. This model is designed to improve capabilities in both Russian and English language tasks while being optimized for efficient local deployment. + +## Model Description +SmolLM2-360M-Eagle is a lightweight language model that has been fine-tuned specifically to handle bilingual content. This fine-tuning extends the base model's capabilities to better understand and generate content in Russian while maintaining its English competency. + +### Base Model +The model is built upon SmolLM2-360M, a compact language model with 360 million parameters that offers a good balance between performance and resource requirements. + +## Fine-tuning Details +### Dataset +The model was fine-tuned on the EagleSFT dataset, which contains 536,231 pairs of human questions and machine-generated responses in both Russian and English languages. The dataset primarily focuses on educational content but also includes everyday questions and casual conversations. + +### Environmental Impact +- **Training duration**: 41h 14m total in Saint-Petersburg, Russia +- **Power consumption**: 380W average +- **Hardware**: 1 x RTX 4090 +- **Carbon emissions**: Approximately 5.48 kg CO2eq + - Calculated based on average power consumption and average CO2eq/kWh (350g) in this region + - Saint-Petersburg: 380W * 41.23h * 350g/kWh = 5.48 kg CO2eq + +### Training Parameters +- **Training approach**: Supervised Fine-Tuning (SFT) +- **Training epochs**: 2 +- **Learning rate**: 3.0e-04 +- **Precision**: bfloat16 + +## Limitations and Capabilities +It's important to note that this model was not pre-trained but only underwent SFT on a relatively small number of tokens. This means that the model has a limited amount of data to rely on when answering in Russian compared to its English capabilities. + +Despite extensive limitations, the model shows minimal improvement in: +- Basic recognition of Russian prompts (though with frequent misunderstandings) +- Handling simple tasks formatted as "{question in Russian}, answer in English" +- Basic translation from Russian to English (though quality remains poor) + +The model's minimal understanding of Russian language comes solely from the supervised fine-tuning process without any proper pre-training with Russian text corpus, resulting in severely limited capabilities. + +## Experimental Capabilities +The model demonstrates some experimental capabilities, but with significant limitations: +- Basic Russian text understanding (with frequent errors and misinterpretations) +- Limited question answering in Russian (quality significantly lower than English) +- Basic Russian to English translation (better than English to Russian) + +## Limitations +- **NOT SUITABLE FOR PRODUCTION USE**: This model should not be used in production environments in any form +- Extremely limited knowledge base for Russian language due to lack of pre-training with Russian text +- Unoptimized tokenizer performance for Russian language results in inefficient token usage +- Output quality in Russian will be unsatisfactory for most use cases +- May produce inaccurate, inconsistent, or inappropriate responses, especially in Russian +- All limitations of the base SmolLM2-360M model still apply \ No newline at end of file diff --git a/SmolLM2-360M-Eagle-bf16.gguf b/SmolLM2-360M-Eagle-bf16.gguf new file mode 100644 index 0000000..82e4749 --- /dev/null +++ b/SmolLM2-360M-Eagle-bf16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ddbf46cf4ae4ada1db56e3435c6618094efb34d3c1a5d5715cde38e92eddd499 +size 725553568 diff --git a/SmolLM2-360M-Eagle-f16.gguf b/SmolLM2-360M-Eagle-f16.gguf new file mode 100644 index 0000000..0cd1f07 --- /dev/null +++ b/SmolLM2-360M-Eagle-f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:646b520b186ed885bdc27b4e88f84d2a61043c74c0ae37c2b3163f986baebf54 +size 725553568 diff --git a/SmolLM2-360M-Eagle-f32.gguf b/SmolLM2-360M-Eagle-f32.gguf new file mode 100644 index 0000000..8296ccd --- /dev/null +++ b/SmolLM2-360M-Eagle-f32.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4ec8f8a76d200427daf6544cec920e50823246c04f087fef43ac5997d702faa5 +size 1449071008 diff --git a/SmolLM2-360M-Eagle-q8_0.gguf b/SmolLM2-360M-Eagle-q8_0.gguf new file mode 100644 index 0000000..0469771 --- /dev/null +++ b/SmolLM2-360M-Eagle-q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4985e458761222c87f5cece0dc67ee9f4432bc494d6d410de796e308233472ca +size 386404768