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Model: EhabSuliman/my_awesome_eli5_clm-model
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---
library_name: transformers
license: apache-2.0
language:
- en
base_model: distilbert/distilgpt2
tags:
- text-generation
- causal-lm
- arabic
- fine-tuned
- generated_from_trainer
model-index:
- name: my_awesome_eli5_clm-model
results: []
---
# my_awesome_eli5_clm-model
A Causal Language Model fine-tuned on Arabic text, based on [distilbert/distilgpt2](https://huggingface.co/distilbert/distilgpt2).
Fine-tuned by **EhabSuliman** as part of an LLM course project.
## Model Description
- **Model type:** Causal Language Model (CLM)
- **Base model:** [distilbert/distilgpt2](https://huggingface.co/distilbert/distilgpt2)
- **Language:** English
- **Fine-tuned by:** [EhabSuliman](https://huggingface.co/EhabSuliman)
- **License:** Apache 2.0
## Intended Uses & Limitations
**Intended uses:**
- Arabic text generation
- Language modeling research
- Educational/learning purposes
**Limitations:**
- Trained on a relatively small dataset
- Loss is still relatively high (3.8027), meaning the model may generate inaccurate or repetitive text
- Not recommended for production use without further fine-tuning
## How to Use
```python
from transformers import AutoTokenizer, AutoModelForCausalLM
tokenizer = AutoTokenizer.from_pretrained("EhabSuliman/my_awesome_eli5_clm-model")
model = AutoModelForCausalLM.from_pretrained("EhabSuliman/my_awesome_eli5_clm-model")
prompt = "Somatic hypermutation allows the immune system to"
inputs = tokenizer(prompt, return_tensors="pt").input_ids
outputs = model.generate(
inputs,
max_new_tokens=100,
do_sample=True,
top_k=50,
top_p=0.95
)
print(tokenizer.batch_decode(outputs, skip_special_tokens=True))
```
## Training and Evaluation Data
Fine-tuned on an Arabic text dataset using the ELI5 (Explain Like I'm 5) format.
## Training Procedure
### Training Hyperparameters
The following hyperparameters were used during training:
- **Learning rate:** 2e-05
- **Train batch size:** 8
- **Eval batch size:** 8
- **Seed:** 42
- **Optimizer:** AdamW (fused) with betas=(0.9, 0.999), epsilon=1e-08
- **LR scheduler:** Linear
- **Epochs:** 3
### Training Results
| Training Loss | Epoch | Step | Validation Loss |
|:-------------:|:-----:|:----:|:---------------:|
| 3.8556 | 1.0 | 1327 | 3.8101 |
| 3.7851 | 2.0 | 2654 | 3.8035 |
| 3.7514 | 3.0 | 3981 | 3.8027 |
> The model shows steady improvement across epochs with validation loss decreasing from 3.8101 → 3.8027.
### Framework Versions
- Transformers 5.9.0
- PyTorch 2.11.0+cu128
- Datasets 4.0.0
- Tokenizers 0.22.2
## Author
**Ehab Suliman** — Machine Learning Engineer
🔗 [HuggingFace Profile](https://huggingface.co/EhabSuliman)

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{
"_num_labels": 1,
"activation_function": "gelu_new",
"add_cross_attention": false,
"architectures": [
"GPT2LMHeadModel"
],
"attn_pdrop": 0.1,
"bos_token_id": 50256,
"dtype": "float32",
"embd_pdrop": 0.1,
"eos_token_id": 50256,
"id2label": {
"0": "LABEL_0"
},
"initializer_range": 0.02,
"label2id": {
"LABEL_0": 0
},
"layer_norm_epsilon": 1e-05,
"model_type": "gpt2",
"n_ctx": 1024,
"n_embd": 768,
"n_head": 12,
"n_inner": null,
"n_layer": 6,
"n_positions": 1024,
"pad_token_id": 50256,
"reorder_and_upcast_attn": false,
"resid_pdrop": 0.1,
"scale_attn_by_inverse_layer_idx": false,
"scale_attn_weights": true,
"summary_activation": null,
"summary_first_dropout": 0.1,
"summary_proj_to_labels": true,
"summary_type": "cls_index",
"summary_use_proj": true,
"task_specific_params": {
"text-generation": {
"do_sample": true,
"max_length": 50
}
},
"tie_word_embeddings": true,
"transformers_version": "5.9.0",
"use_cache": false,
"vocab_size": 50257
}

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{
"_from_model_config": true,
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"eos_token_id": [
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"pad_token_id": 50256,
"transformers_version": "5.9.0"
}

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"add_prefix_space": false,
"backend": "tokenizers",
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"eos_token": "<|endoftext|>",
"errors": "replace",
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"pad_token": "<|endoftext|>",
"tokenizer_class": "GPT2Tokenizer",
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