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Model: PraneelChetty-1/smollm2-135m-query-expansion Source: Original Platform
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README.md
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README.md
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---
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base_model: HuggingFaceTB/SmolLM2-135M-Instruct
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library_name: transformers
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license: apache-2.0
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tags:
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- text-generation
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- query-expansion
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- fine-tuned
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- smollm2
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- lora
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language:
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- en
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---
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# SmolLM2-135M — Query Expansion (Fine-tuned)
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<p align="center">
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<img src="./query-expansion.png" alt="Query Expansion Architecture" width="600"/>
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</p>
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Fine-tuned version of [SmolLM2-135M-Instruct](https://huggingface.co/HuggingFaceTB/SmolLM2-135M-Instruct)
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for the task of **search query expansion**.
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## Training
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- Base model: `HuggingFaceTB/SmolLM2-135M-Instruct`
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- Method: LoRA (merged into base weights at export)
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- Task: Query expansion / reformulation
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## Quick usage
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```python
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from transformers import AutoTokenizer, pipeline
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tokenizer = AutoTokenizer.from_pretrained("PraneelChetty-1/smollm2-135m-query-expansion")
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pipe = pipeline("text-generation", model="PraneelChetty-1/smollm2-135m-query-expansion", device_map="auto")
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messages = [{"role": "user", "content": "yield monitoring systems"}]
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prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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out = pipe(prompt, max_new_tokens=80, do_sample=True, temperature=0.7)
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print(out[0]["generated_text"][len(prompt):])
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chat_template.jinja
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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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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": "float32",
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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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"pretraining_tp": 1,
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"rope_type": "default"
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}
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3
query-expansion.png
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3
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244974
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Normal file
18
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}
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Reference in New Issue
Block a user