From 4a7fc5c6d7bf94a2065c99d87891e1f4874e340f Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Wed, 6 May 2026 21:15:54 +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: nyuuzyou/SmolLM2-1.7B-Eagle-GGUF Source: Original Platform --- .gitattributes | 41 +++++++++++++++++++++++ README.md | 65 ++++++++++++++++++++++++++++++++++++ SmolLM2-1.7B-Eagle-bf16.gguf | 3 ++ SmolLM2-1.7B-Eagle-f16.gguf | 3 ++ SmolLM2-1.7B-Eagle-f32.gguf | 3 ++ SmolLM2-1.7B-Eagle-q8_0.gguf | 3 ++ 6 files changed, 118 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 SmolLM2-1.7B-Eagle-bf16.gguf create mode 100644 SmolLM2-1.7B-Eagle-f16.gguf create mode 100644 SmolLM2-1.7B-Eagle-f32.gguf create mode 100644 SmolLM2-1.7B-Eagle-q8_0.gguf diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..e92a1d0 --- /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 +SmolLM2-1.7B-Eagle-bf16.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-1.7B-Eagle-f16.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-1.7B-Eagle-f32.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-1.7B-Eagle-q8_0.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-1.7B-Eagle-tq1_0.gguf filter=lfs diff=lfs merge=lfs -text +SmolLM2-1.7B-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..734384a --- /dev/null +++ b/README.md @@ -0,0 +1,65 @@ +--- +language: +- en +- ru +license: apache-2.0 +pipeline_tag: text-generation +base_model: nyuuzyou/SmolLM2-1.7B-Eagle +datasets: nyuuzyou/EagleSFT +co2_eq_emissions: + emissions: 11163 # in grams of CO2 + source: "Calculated based on power consumption and regional carbon intensity" + training_type: "fine-tuning" + geographical_location: "Kazan, Russia" + hardware_used: "1 RTX 5090 GPU" +--- +# SmolLM2-1.7B-Eagle +SmolLM2-1.7B-Eagle-GGUF is a GGUF conversion of the [SmolLM2-1.7B-Eagle](https://huggingface.co/nyuuzyou/SmolLM2-1.7B-Eagle) model, which itself is a fine-tuned version of [SmolLM2-1.7B](https://huggingface.co/HuggingFaceTB/SmolLM2-1.7B) 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 +SmolLM2-1.7B-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 SmolLM2-1.7B, 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**: 79.73h total in Kazan, Russia +- **Power consumption**: 400W average +- **Hardware**: 1 x RTX 5090 +- **Carbon emissions**: Approximately 11.16 kg CO2eq + - Calculated based on average power consumption and average CO2eq/kWh (350g) in this region + - Kazan: 400W * 79.73h * 350g/kWh = 11.16 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 SmolLM2-1.7B model still apply diff --git a/SmolLM2-1.7B-Eagle-bf16.gguf b/SmolLM2-1.7B-Eagle-bf16.gguf new file mode 100644 index 0000000..c7686e1 --- /dev/null +++ b/SmolLM2-1.7B-Eagle-bf16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8187b3333ddf6140123b38d8191373c4d389c01cd1a497234620e3e436273de3 +size 3424735712 diff --git a/SmolLM2-1.7B-Eagle-f16.gguf b/SmolLM2-1.7B-Eagle-f16.gguf new file mode 100644 index 0000000..2cd68ed --- /dev/null +++ b/SmolLM2-1.7B-Eagle-f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2ae14cf3490e8fde1565b3dbe95d018ebddf723657c51f7fd745b10cba8523ed +size 3424735712 diff --git a/SmolLM2-1.7B-Eagle-f32.gguf b/SmolLM2-1.7B-Eagle-f32.gguf new file mode 100644 index 0000000..6261b20 --- /dev/null +++ b/SmolLM2-1.7B-Eagle-f32.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2361ddc963343b04794ff11aa6ef706fde8161d7c3dfda56e61d6af6c5a6ac0e +size 6847287776 diff --git a/SmolLM2-1.7B-Eagle-q8_0.gguf b/SmolLM2-1.7B-Eagle-q8_0.gguf new file mode 100644 index 0000000..aa41e30 --- /dev/null +++ b/SmolLM2-1.7B-Eagle-q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fb111256bcf4a14acee754c182ae98fa1d6b6d828d65dfec8e76c3d1be06581f +size 1820414432