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Model: hakanbogan/gpt2-turkish-cased Source: Original Platform
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---
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language: "tr"
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tags:
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- turkish
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- tr
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- gpt2-tr
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- gpt2-turkish
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---
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# 🇹🇷 Turkish GPT-2 Model
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In this repository I release GPT-2 model, that was trained on various texts for Turkish.
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The model is meant to be an entry point for fine-tuning on other texts.
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## Training corpora
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I used a Turkish corpora that is taken from oscar-corpus.
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It was possible to create byte-level BPE with Tokenizers library of Huggingface.
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With the Tokenizers library, I created a 52K byte-level BPE vocab based on the training corpora.
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After creating the vocab, I could train the GPT-2 for Turkish on two 2080TI over the complete training corpus (five epochs).
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Logs during training:
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https://tensorboard.dev/experiment/3AWKv8bBTaqcqZP5frtGkw/#scalars
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## Model weights
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Both PyTorch and Tensorflow compatible weights are available.
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| Model | Downloads
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| --------------------------------- | ---------------------------------------------------------------------------------------------------------------
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| `hakanbogan/gpt2-turkish-cased` | [`config.json`](https://huggingface.co/hakanbogan/gpt2-turkish-cased/resolve/main/config.json) • [`merges.txt`](https://huggingface.co/hakanbogan/gpt2-turkish-cased/resolve/main/merges.txt) • [`pytorch_model.bin`](https://huggingface.co/hakanbogan/gpt2-turkish-cased/resolve/main/pytorch_model.bin) • [`special_tokens_map.json`](https://huggingface.co/hakanbogan/gpt2-turkish-cased/resolve/main/special_tokens_map.json) • [`tf_model.h5`](https://huggingface.co/hakanbogan/gpt2-turkish-cased/resolve/main/tf_model.h5) • [`tokenizer_config.json`](https://huggingface.co/hakanbogan/gpt2-turkish-cased/resolve/main/tokenizer_config.json) • [`traning_args.bin`](https://huggingface.co/hakanbogan/gpt2-turkish-cased/resolve/main/training_args.bin) • [`vocab.json`](https://huggingface.co/hakanbogan/gpt2-turkish-cased/resolve/main/vocab.json)
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## Using the model
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The model itself can be used in this way:
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``` python
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from transformers import AutoTokenizer, AutoModelWithLMHead
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tokenizer = AutoTokenizer.from_pretrained("hakanbogan/gpt2-turkish-cased")
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model = AutoModelWithLMHead.from_pretrained("hakanbogan/gpt2-turkish-cased")
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```
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Here's an example that shows how to use the great Transformers Pipelines for generating text:
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``` python
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from transformers import pipeline
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pipe = pipeline('text-generation', model="hakanbogan/gpt2-turkish-cased",
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tokenizer="hakanbogan/gpt2-turkish-cased", config={'max_length':800})
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text = pipe("Akşamüstü yolda ilerlerken, ")[0]["generated_text"]
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print(text)
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```
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### How to clone the model repo?
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```
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git lfs install
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git clone https://huggingface.co/hakanbogan/gpt2-turkish-cased
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```
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## Contact (Bugs, Feedback, Contribution and more)
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For questions about the GPT2-Turkish model, just open an issue [here](https://github.com/hakanbogan/gpt2-turkish/issues) 🤗
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config.json
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{
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"activation_function": "gelu_new",
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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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"embd_pdrop": 0.1,
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"eos_token_id": 50256,
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"gradient_checkpointing": false,
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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": 1024,
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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": 1024,
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"resid_pdrop": 0.1,
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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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"task_specific_params": {
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"text-generation": {
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"do_sample": true,
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"max_length": 50
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}
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},
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"vocab_size": 50257
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}
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flax_model.msgpack
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version https://git-lfs.github.com/spec/v1
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size 497764120
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merges.txt
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metadata.json
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{
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"tags":[
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"tr",
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"turkish",
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"gpt2-tr",
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"gpt2-turkish"
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],
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"languages":[
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"tr"
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]
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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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size 510359760
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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size 510406550
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{"bos_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "eos_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "unk_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}}
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version https://git-lfs.github.com/spec/v1
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tokenizer_config.json
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{"errors": "replace", "unk_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "bos_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "eos_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "add_prefix_space": false, "model_max_length": 1024, "special_tokens_map_file": null, "tokenizer_file": null, "name_or_path": "tokenized_data/"}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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size 1775
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