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Model: Avtrkrb/SmolLM2-135M-Instruct-bnb-4bit-reasoning Source: Original Platform
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README.md
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---
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license: apache-2.0
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language:
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- en
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base_model: HuggingFaceTB/SmolLM2-135M-Instruct
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library_name: transformers
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pipeline_tag: text-generation
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tags:
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- smollm2
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- reasoning
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- chain-of-thought
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- instruct
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- lora
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- merged
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datasets:
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- Avtrkrb/combined-reasoning
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---
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# SmolLM2-135M-Instruct-Reasoning
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A reasoning-focused fine-tune of SmolLM2-135M-Instruct trained using Unsloth on the combined-reasoning dataset.
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## Model Overview
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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.
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The model is intended to:
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- Produce detailed reasoning traces
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- Explain intermediate steps
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- Perform multi-step logical reasoning
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- Improve instruction following
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- Generate transparent solutions instead of only final answers
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## Base Model
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HuggingFaceTB/SmolLM2-135M-Instruct
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## Dataset
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Avtrkrb/combined-reasoning
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## Training Method
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- Framework: Unsloth
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- Fine-tuning type: LoRA
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- Task: Supervised Fine-Tuning (SFT)
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## Prompt Format
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This model uses the standard SmolLM2 chat template.
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<|im_start|>system
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You are a helpful AI assistant named SmolLM, trained by Hugging Face
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<|im_end|>
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<|im_start|>user
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What is 17 × 23?
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<|im_end|>
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<|im_start|>assistant
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## Example Usage
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from transformers import AutoTokenizer, AutoModelForCausalLM
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model_id = "Avtrkrb/SmolLM2-135M-Instruct-bnb-4bit-reasoning"
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tokenizer = AutoTokenizer.from_pretrained(model_id)
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model = AutoModelForCausalLM.from_pretrained(model_id)
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## Intended Use
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- Reasoning tasks
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- Educational explanations
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- Problem solving
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- Step-by-step analysis
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## Limitations
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- Small 135M parameter model
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- Reasoning quality is limited compared to larger models
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- May hallucinate facts
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- Should not be used for high-stakes decisions
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## License
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Apache 2.0 (inherits base model licensing)
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chat_template.jinja
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{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system
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You are a helpful AI assistant named SmolLM, trained by Hugging Face<|im_end|>
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' }}{% endif %}{{'<|im_start|>' + message['role'] + '
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' + message['content'] + '<|im_end|>' + '
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'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant
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' }}{% endif %}
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config.json
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{
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"dtype": "bfloat16",
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"eos_token_id": 2,
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"head_dim": 64,
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"hidden_act": "silu",
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"hidden_size": 576,
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"initializer_range": 0.041666666666666664,
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"intermediate_size": 1536,
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"is_llama_config": true,
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"max_position_embeddings": 8192,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 9,
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"num_hidden_layers": 30,
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"num_key_value_heads": 3,
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"pad_token_id": 2,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_interleaved": false,
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"rope_parameters": {
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"rope_theta": 100000,
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"rope_type": "default"
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},
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"tie_word_embeddings": true,
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"transformers.js_config": {
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"kv_cache_dtype": {
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"fp16": "float16",
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"q4f16": "float16"
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}
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},
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"transformers_version": "5.5.0",
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"use_cache": true,
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"vocab_size": 49152
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"pad_token_id": 2,
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"transformers_version": "5.5.0"
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:558882433ce1dbc5af0b00267ed265de8e912b2ee6258de915aee52daf3ab0ae
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size 269060552
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244965
tokenizer.json
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tokenizer_config.json
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{
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"add_prefix_space": false,
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"backend": "tokenizers",
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"bos_token": "<|im_start|>",
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"clean_up_tokenization_spaces": false,
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"eos_token": "<|im_end|>",
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"errors": "replace",
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"extra_special_tokens": [],
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"is_local": false,
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"model_max_length": 8192,
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"pad_token": "<|im_end|>",
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"tokenizer_class": "GPT2Tokenizer",
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"unk_token": "<|endoftext|>",
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"vocab_size": 49152
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}
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