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Model: Abdourakib/tinystories-gpt2-124m Source: Original Platform
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README.md
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README.md
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---
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language: en
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tags:
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- gpt2
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- text-generation
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- children-stories
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- tinystories
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license: mit
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---
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# TinyStories GPT2 124M
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A GPT2 model trained from scratch on the
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TinyStories dataset to generate children's stories.
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## Training Details
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- **Base Architecture:** GPT2 (124M parameters)
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- **Dataset:** karpathy/tinystories-gpt4-clean
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- **Training Steps:** 100,000
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- **Best Val Loss:** 1.1295
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- **Hardware:** NVIDIA RTX PRO 6000 (G4)
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## How To Use
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```python
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from transformers import GPT2LMHeadModel
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from transformers import GPT2TokenizerFast
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import torch
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model = GPT2LMHeadModel.from_pretrained(
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"{HF_USERNAME}/{MODEL_NAME}"
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)
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tokenizer = GPT2TokenizerFast.from_pretrained(
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"{HF_USERNAME}/{MODEL_NAME}"
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)
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prompt = "Once upon a time there was a little cat"
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inputs = tokenizer(prompt, return_tensors="pt")
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outputs = model.generate(
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inputs["input_ids"],
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max_new_tokens = 200,
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temperature = 0.8,
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top_p = 0.9,
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do_sample = True,
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repetition_penalty = 1.2,
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pad_token_id = tokenizer.eos_token_id
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)
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story = tokenizer.decode(
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outputs[0],
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skip_special_tokens = True
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)
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print(story)
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```
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## Example Output
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"Once upon a time there was a little cat called
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Mimi. She loved to play with her toys, but one
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day she got very sad because she couldn't find
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her favorite toy. They searched everywhere and
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finally found it under the bed! Mimi was so
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happy and hugged her mom tight."
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## Limitations
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- Generates children's stories only
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- Works best with story-style prompts
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- 512 token context window
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config.json
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config.json
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{
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"activation_function": "gelu_new",
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"add_cross_attention": false,
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"architectures": [
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"GPT2LMHeadModel"
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],
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"attn_pdrop": 0.1,
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"bos_token_id": 50256,
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"dropout": 0.1,
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"dtype": "float32",
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"embd_pdrop": 0.1,
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"eos_token_id": 50256,
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"initializer_range": 0.02,
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"layer_norm_epsilon": 1e-05,
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"model_type": "gpt2",
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"n_ctx": 512,
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"n_embd": 768,
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"n_head": 12,
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"n_inner": null,
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"n_layer": 12,
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"n_positions": 512,
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"pad_token_id": null,
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"reorder_and_upcast_attn": false,
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"resid_pdrop": 0.1,
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"scale_attn_by_inverse_layer_idx": false,
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"scale_attn_weights": true,
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"summary_activation": null,
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"summary_first_dropout": 0.1,
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"summary_proj_to_labels": true,
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"summary_type": "cls_index",
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"summary_use_proj": true,
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"tie_word_embeddings": true,
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"transformers_version": "5.0.0",
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"use_cache": true,
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"vocab_size": 50265
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}
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generation_config.json
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 50256,
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"eos_token_id": 50256,
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"output_attentions": false,
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"output_hidden_states": false,
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"transformers_version": "5.0.0",
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"use_cache": true
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:c51ad2e5281c3136057571454a30ae9ca1084a6224986b7b31e7d515bb3f6244
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size 496225920
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250306
tokenizer.json
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tokenizer.json
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tokenizer_config.json
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{
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"add_prefix_space": false,
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"backend": "tokenizers",
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"bos_token": "<|endoftext|>",
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"eos_token": "<|endoftext|>",
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"errors": "replace",
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"is_local": true,
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"model_max_length": 1024,
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"pad_token": "<|endoftext|>",
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"tokenizer_class": "GPT2Tokenizer",
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"unk_token": "<|endoftext|>"
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}
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