80 lines
2.5 KiB
Markdown
80 lines
2.5 KiB
Markdown
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---
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language:
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- en
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license: mit
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base_model: microsoft/Phi-3-mini-4k-instruct
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tags:
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- phi-3
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- lora
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- spiritual
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- ramana-maharshi
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- advaita-vedanta
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- self-enquiry
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- rag
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pipeline_tag: text-generation
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---
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# Ramana Maharshi Teaching Assistant — Phi-3 Mini LoRA
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A LoRA fine-tuned version of [Phi-3-mini-4k-instruct](https://huggingface.co/microsoft/Phi-3-mini-4k-instruct)
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trained on verified teachings of Sri Ramana Maharshi.
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## Training
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- **Base model**: `microsoft/Phi-3-mini-4k-instruct`
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- **Method**: QLoRA (4-bit NF4) + SFT → DPO
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- **SFT data**: Single-turn and multi-turn Q&A grounded in canonical texts
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- **DPO data**: Preference pairs (verified teachings vs. generic responses)
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- **Canonical sources**: *Who Am I?*, *Talks with Sri Ramana Maharshi*, *Ulladu Narpadu*
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- **LoRA rank**: 16 | Alpha: 32 | Target: all attention + MLP projection layers
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## Usage
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```python
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from transformers import AutoTokenizer, AutoModelForCausalLM
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import torch
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model_id = "SriRamanaAtmic/AtmicIntelv1"
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tokenizer = AutoTokenizer.from_pretrained(model_id, trust_remote_code=True)
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model = AutoModelForCausalLM.from_pretrained(
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model_id,
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torch_dtype = torch.bfloat16,
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device_map = "auto",
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trust_remote_code = True,
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)
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SYSTEM = (
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"You are a knowledgeable and compassionate guide to the teachings of "
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"Sri Ramana Maharshi. Answer questions about Self-enquiry, the nature "
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"of the Self, surrender, and the path to liberation, grounded in his "
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"actual teachings."
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)
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messages = [
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{"role": "system", "content": SYSTEM},
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{"role": "user", "content": "What is self-enquiry?"},
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]
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text = tokenizer.apply_chat_template(messages, tokenize=False,
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add_generation_prompt=True)
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inputs = tokenizer(text, return_tensors="pt").to(model.device)
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with torch.no_grad():
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out = model.generate(
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**inputs,
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max_new_tokens = 512,
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temperature = 0.7,
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top_p = 0.9,
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repetition_penalty = 1.1,
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do_sample = True,
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)
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print(tokenizer.decode(out[0][inputs.input_ids.shape[1]:], skip_special_tokens=True))
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```
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## About Sri Ramana Maharshi
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Sri Ramana Maharshi (1879–1950) was one of the greatest sages of modern India.
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His principal teaching was *Atma Vichara* (Self-enquiry): the direct path of
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tracing the sense of "I" back to its source, the Self — pure, undivided
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awareness. He is revered across traditions for the simplicity, depth, and
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transformative power of his teachings.
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