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README.md

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+
+# A6B Assistant Model
+
+This is a fine-tuned version of Deepseek Coder model trained to be an AI assistant named Bala.
+
+## Model Details
+- Base Model: deepseek-ai/deepseek-coder-1.3b-base
+- Fine-tuning: LoRA
+- Purpose: AI Assistant for A6B company
+
+## Quick Usage
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+# Load model
+model = AutoModelForCausalLM.from_pretrained("bala00712200502/A6B4B")
+tokenizer = AutoTokenizer.from_pretrained("bala00712200502/A6B4B")
+
+# Format your input
+def get_response(user_input):
+    prompt = f"<|system|>You are Bala, an AI assistant developed by Balakarthikeyan from A6B.</s><|user|>{user_input}</s><|assistant|>"
+    inputs = tokenizer(prompt, return_tensors="pt")
+    outputs = model.generate(inputs["input_ids"], max_length=512)
+    return tokenizer.decode(outputs[0], skip_special_tokens=True)
+
+# Example
+response = get_response("What can you help me with?")
+print(response)
+```
+
+## Training
+- Trained on custom A6B assistant dataset
+- Fine-tuned using LoRA for efficient training
+- Optimized for helpful and accurate responses
+
+## Creator
+Developed by Balakarthikeyan at A6B

adapter_config.json

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+{
+  "alpha_pattern": {},
+  "auto_mapping": null,
+  "base_model_name_or_path": "deepseek-ai/deepseek-coder-1.3b-base",
+  "bias": "none",
+  "corda_config": null,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "k_proj",
+    "q_proj",
+    "v_proj",
+    "o_proj"
+  ],
+  "task_type": "CAUSAL_LM",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_rslora": false
+}

adapter_model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:2df6e487fd6240ad3e17f2df9be591fc6de14a1afb2126ebe5152ad04b754d80
+size 25191536

config.json

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+{
+  "architectures": [
+    "DeepseekForCausalLM"
+  ],
+  "model_type": "deepseek",
+  "base_model": "deepseek-ai/deepseek-coder-1.3b-base",
+  "fine_tuning": {
+    "type": "LoRA",
+    "r": 16,
+    "alpha": 32,
+    "dropout": 0.05
+  },
+  "generation_config": {
+    "temperature": 0.7,
+    "top_p": 0.95,
+    "max_length": 512
+  }
+}

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

tokenizer_config.json

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+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "add_prefix_space": null,
+  "added_tokens_decoder": {
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+      "single_word": false,
+      "special": false
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+      "single_word": false,
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+      "content": "û",
+      "lstrip": false,
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+      "special": false
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+    "32013": {
+      "content": "<｜begin▁of▁sentence｜>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32014": {
+      "content": "<｜end▁of▁sentence｜>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32015": {
+      "content": "<｜fim▁hole｜>",
+      "lstrip": false,
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+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
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+      "content": "<｜fim▁begin｜>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
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+      "lstrip": false,
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+    },
+    "32019": {
+      "content": "<|User|>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "32020": {
+      "content": "<|Assistant|>",
+      "lstrip": false,
+      "normalized": true,
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+      "single_word": false,
+      "special": false
+    },
+    "32021": {
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+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "bos_token": "<｜begin▁of▁sentence｜>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<｜end▁of▁sentence｜>",
+  "extra_special_tokens": {},
+  "legacy": true,
+  "model_max_length": 16384,
+  "pad_token": "<｜end▁of▁sentence｜>",
+  "sp_model_kwargs": {},
+  "tokenizer_class": "LlamaTokenizerFast",
+  "unk_token": null,
+  "use_default_system_prompt": false
+}