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README.md

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+---
+license: mit
+base_model: deepseek-ai/DeepSeek-R1-Distill-Qwen-7B
+library_name: peft
+---
+
+A large language model used in the <a href='https://github.com/ABrain-One/NN-GPT'>NNGPT</a> project for generating training hyperparameters for neural networks from the <a href='https://github.com/ABrain-One/NN-Dataset'>LEMUR NN Dataset</a>
+
+# Model Card for DeepSeek-Coder-1.3b-Base-R
+
+This repository provides a **fine-tuned version** of [deepseek-ai/deepseek-coder-1.3b-base](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B) using the [PEFT](https://github.com/huggingface/peft) library with LoRA. The final model is **merged** so it can be loaded in one step via:
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model_path = "ABrain/HPGPT-DeepSeek-Coder-1.3b-Base-R"
+tokenizer = AutoTokenizer.from_pretrained(model_path)
+model = AutoModelForCausalLM.from_pretrained(model_path)
+```
+
+## Model Details
+The fine-tuning of the deepseek-ai/deepseek-coder-1.3b-base model was conducted to explore the feasibility of using large language models (LLMs) for hyperparameter optimization in deep learning. The goal was to assess whether LLMs can effectively predict optimal hyperparameters for various neural network architectures, providing a competitive alternative to traditional optimization methods like Optuna.
+- Developed by: [Roman Kochnev / ABrain]
+- Finetuned from model: deepseek-ai/deepseek-ai/deepseek-coder-1.3b-base
+- Model type: Causal Language Model (Transformer-based)
+- Language(s) (NLP): Primarily English (or multilingual, if applicable)
+- License: MIT
+
+## Model Sources
+Repository: ABrain/DeepSeek-Coder-1.3b-Base-R

config.json

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+{
+  "_name_or_path": "deepseek-ai/deepseek-coder-1.3b-base",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 32013,
+  "eos_token_id": 32014,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 2048,
+  "initializer_range": 0.02,
+  "intermediate_size": 5504,
+  "max_position_embeddings": 16384,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 24,
+  "num_key_value_heads": 16,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": {
+    "factor": 4.0,
+    "rope_type": "linear",
+    "type": "linear"
+  },
+  "rope_theta": 100000,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
+  "transformers_version": "4.46.2",
+  "use_cache": true,
+  "vocab_size": 32256
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 32013,
+  "eos_token_id": 32014,
+  "transformers_version": "4.46.2"
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:848cd793bfdd502570fc3aef15e52b8b26fbf2516e445488bfcd8858a24f06fe
+size 2692968904

special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<｜begin▁of▁sentence｜>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
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+    "lstrip": false,
+    "normalized": true,
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+    "single_word": false
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+  "pad_token": {
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+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+  "add_eos_token": false,
+  "add_prefix_space": null,
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+  "pad_token": "<｜end▁of▁sentence｜>",
+  "sp_model_kwargs": {},
+  "tokenizer_class": "LlamaTokenizer",
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+  "use_default_system_prompt": false
+}