初始化项目,由ModelHub XC社区提供模型

Model: Avtrkrb/SmolLM2-135M-Instruct-bnb-4bit-reasoning
Source: Original Platform
This commit is contained in:
ModelHub XC
2026-07-29 06:24:11 +08:00
commit 0c6ac09529
8 changed files with 245164 additions and 0 deletions

35
.gitattributes vendored Normal file
View File

@@ -0,0 +1,35 @@
*.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

93
README.md Normal file
View File

@@ -0,0 +1,93 @@
---
license: apache-2.0
language:
- en
base_model: HuggingFaceTB/SmolLM2-135M-Instruct
library_name: transformers
pipeline_tag: text-generation
tags:
- smollm2
- reasoning
- chain-of-thought
- instruct
- lora
- merged
datasets:
- Avtrkrb/combined-reasoning
---
# SmolLM2-135M-Instruct-Reasoning
A reasoning-focused fine-tune of SmolLM2-135M-Instruct trained using Unsloth on the combined-reasoning dataset.
## Model Overview
This model was created by fine-tuning SmolLM2-135M-Instruct on a reasoning-oriented dataset containing step-by-step solutions and structured problem-solving examples.
The model is intended to:
- Produce detailed reasoning traces
- Explain intermediate steps
- Perform multi-step logical reasoning
- Improve instruction following
- Generate transparent solutions instead of only final answers
## Base Model
HuggingFaceTB/SmolLM2-135M-Instruct
## Dataset
Avtrkrb/combined-reasoning
## Training Method
- Framework: Unsloth
- Fine-tuning type: LoRA
- Task: Supervised Fine-Tuning (SFT)
## Prompt Format
This model uses the standard SmolLM2 chat template.
<|im_start|>system
You are a helpful AI assistant named SmolLM, trained by Hugging Face
<|im_end|>
<|im_start|>user
What is 17 × 23?
<|im_end|>
<|im_start|>assistant
## Example Usage
from transformers import AutoTokenizer, AutoModelForCausalLM
model_id = "Avtrkrb/SmolLM2-135M-Instruct-bnb-4bit-reasoning"
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(model_id)
## Intended Use
- Reasoning tasks
- Educational explanations
- Problem solving
- Step-by-step analysis
## Limitations
- Small 135M parameter model
- Reasoning quality is limited compared to larger models
- May hallucinate facts
- Should not be used for high-stakes decisions
## License
Apache 2.0 (inherits base model licensing)

6
chat_template.jinja Normal file
View File

@@ -0,0 +1,6 @@
{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system
You are a helpful AI assistant named SmolLM, trained by Hugging Face<|im_end|>
' }}{% endif %}{{'<|im_start|>' + message['role'] + '
' + message['content'] + '<|im_end|>' + '
'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant
' }}{% endif %}

40
config.json Normal file
View File

@@ -0,0 +1,40 @@
{
"architectures": [
"LlamaForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": 1,
"dtype": "bfloat16",
"eos_token_id": 2,
"head_dim": 64,
"hidden_act": "silu",
"hidden_size": 576,
"initializer_range": 0.041666666666666664,
"intermediate_size": 1536,
"is_llama_config": true,
"max_position_embeddings": 8192,
"mlp_bias": false,
"model_type": "llama",
"num_attention_heads": 9,
"num_hidden_layers": 30,
"num_key_value_heads": 3,
"pad_token_id": 2,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_interleaved": false,
"rope_parameters": {
"rope_theta": 100000,
"rope_type": "default"
},
"tie_word_embeddings": true,
"transformers.js_config": {
"kv_cache_dtype": {
"fp16": "float16",
"q4f16": "float16"
}
},
"transformers_version": "5.5.0",
"use_cache": true,
"vocab_size": 49152
}

7
generation_config.json Normal file
View File

@@ -0,0 +1,7 @@
{
"_from_model_config": true,
"bos_token_id": 1,
"eos_token_id": 2,
"pad_token_id": 2,
"transformers_version": "5.5.0"
}

3
model.safetensors Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:558882433ce1dbc5af0b00267ed265de8e912b2ee6258de915aee52daf3ab0ae
size 269060552

244965
tokenizer.json Normal file

File diff suppressed because it is too large Load Diff

15
tokenizer_config.json Normal file
View File

@@ -0,0 +1,15 @@
{
"add_prefix_space": false,
"backend": "tokenizers",
"bos_token": "<|im_start|>",
"clean_up_tokenization_spaces": false,
"eos_token": "<|im_end|>",
"errors": "replace",
"extra_special_tokens": [],
"is_local": false,
"model_max_length": 8192,
"pad_token": "<|im_end|>",
"tokenizer_class": "GPT2Tokenizer",
"unk_token": "<|endoftext|>",
"vocab_size": 49152
}