112 lines
3.0 KiB
Markdown
112 lines
3.0 KiB
Markdown
---
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language:
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- en
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license: mit
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tags:
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- gpt2
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- causal-lm
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- text-generation
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- distillation
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- fine-tuned
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- withinusai
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- full-fine-tune
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- thinking
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- reasoning
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base_model: openai-community/gpt2
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datasets:
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- WithinUsAI/GPT_5.5_Distilled
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- WithinUsAI/GPT5.5_thinking_max_distill_god_seed_25K
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model_type: gpt2
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pipeline_tag: text-generation
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library_name: transformers
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widget:
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- text: "The key to understanding intelligence is"
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- text: "Let me think through this step by step:"
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- text: "Deep within the layers of thought,"
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---
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# GPT2.5.5-Awakened.Thinker-0.1B
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> *Forged by WithIn Us AI — a fully fine-tuned GPT-2 awakened on distilled GPT-5.5 thinking patterns.*
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## Model Overview
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| Property | Value |
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|---|---|
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| **Architecture** | GPT-2 (`openai-community/gpt2`) |
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| **Parameters** | ~124M (0.1B class) |
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| **Training Type** | Full fine-tune — ALL weights updated, zero adapters |
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| **Context Window** | 1024 tokens |
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| **Best Eval Loss** | `0.4365` |
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| **Best Perplexity** | `1.55` |
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| **Creator** | [GODsStrongestSoldier](https://huggingface.co/GODsStrongestSoldier) / WithIn Us AI |
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| **Date Trained** | 2026-05-23 |
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| **Hardware** | 2× NVIDIA Tesla T4 (Kaggle) |
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| **Precision** | FP16 mixed precision |
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---
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## Training Methodology
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Full fine-tuning — every single parameter in GPT-2 was updated.
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No LoRA, no QLoRA, no adapters of any kind.
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### Datasets
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| Dataset | Description |
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|---|---|
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| [`WithinUsAI/GPT_5.5_Distilled`](https://huggingface.co/datasets/WithinUsAI/GPT_5.5_Distilled) | Instruction + completion pairs distilled from GPT-5.5 |
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| [`WithinUsAI/GPT5.5_thinking_max_distill_god_seed_25K`](https://huggingface.co/datasets/WithinUsAI/GPT5.5_thinking_max_distill_god_seed_25K) | 25K chain-of-thought reasoning traces distilled from GPT-5.5 |
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97 / 3 train / eval split.
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### Hyperparameters
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| Parameter | Value |
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|---|---|
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| Peak Learning Rate | `3e-5` |
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| LR Schedule | Cosine with 6% warmup |
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| Effective Batch Size | `64` (4 × 2 GPUs × 8 grad accum) |
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| Epochs | `5` |
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| Weight Decay | `0.1` |
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| Max Sequence Length | `1024` |
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| Precision | FP16 |
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---
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## Quick Start
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```python
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from transformers import GPT2LMHeadModel, GPT2TokenizerFast
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import torch
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model_id = "GODsStrongestSoldier/GPT2.5.5-Awakened.Thinker-0.1B"
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tokenizer = GPT2TokenizerFast.from_pretrained(model_id)
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model = GPT2LMHeadModel.from_pretrained(model_id, torch_dtype=torch.float16)
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model.eval()
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prompt = "Let me think through this carefully, step by step:"
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inputs = tokenizer(prompt, return_tensors="pt")
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with torch.no_grad():
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output = model.generate(
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**inputs,
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max_new_tokens = 200,
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do_sample = True,
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temperature = 0.7,
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top_p = 0.9,
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repetition_penalty = 1.15,
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)
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print(tokenizer.decode(output[0], skip_special_tokens=True))
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```
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---
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## About WithIn Us AI
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- HuggingFace org : [WithinUsAI](https://huggingface.co/WithinUsAI)
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- Creator : [GODsStrongestSoldier](https://huggingface.co/GODsStrongestSoldier)
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*"Strength through understanding. Awakened from within."*
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