Duplicate from ahmet1338/gpt-2-experimental
Browse filesCo-authored-by: Ahmet Can GÜNAY <[email protected]>
- .gitattributes +9 -0
- .gitignore +2 -0
- README.md +56 -0
- config.json +33 -0
- flax_model.msgpack +3 -0
- merges.txt +0 -0
- metadata.json +12 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +1 -0
- tf_model.h5 +3 -0
- tokenizer_config.json +1 -0
- training_args.bin +3 -0
- vocab.json +0 -0
.gitattributes
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*.bin.* filter=lfs diff=lfs merge=lfs -text
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*.lfs.* filter=lfs diff=lfs merge=lfs -text
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*.bin filter=lfs diff=lfs merge=lfs -text
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*.h5 filter=lfs diff=lfs merge=lfs -text
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*.tflite filter=lfs diff=lfs merge=lfs -text
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*.tar.gz filter=lfs diff=lfs merge=lfs -text
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*.ot filter=lfs diff=lfs merge=lfs -text
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*.onnx filter=lfs diff=lfs merge=lfs -text
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*.msgpack filter=lfs diff=lfs merge=lfs -text
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.gitignore
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Pipfile
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Pipfile.lock
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README.md
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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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license: mit
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metrics:
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- accuracy
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---
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# Turkish GPT-2 Model (Experimental)
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I've made available a GPT-2 model for Turkish that I trained on a variety of texts.
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The model is intended to serve as a starting point for text-specific adjustments.
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## Training Source
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I used a Turkish corpus that is taken from different written and oral sources.
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I developed a LLM model with 50k vocabulary using the Custom Tokenizers library using the training resources.
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I could train the GPT-2 for Turkish using the entire training corpus (ten epochs) after developing the vocabulary.
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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("ahmet1338/gpt-2-experimental")
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model = AutoModelWithLMHead.from_pretrained("ahmet1338/gpt-2-experimental")
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```
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To generating text, we can use these lines of code which is Transformers Pipelines:
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``` python
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from transformers import pipeline
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pipe = pipeline('text-generation', model="ahmet1338/gpt-2-experimental",
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tokenizer="ahmet1338/gpt-2-experimental", 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/ahmet1338/gpt-2-experimential
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```
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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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oid sha256:fe376584de6c19ca333b41c2cf0fdd688737edb81dfe42f57a66db2232aa957b
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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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"Türkçe"
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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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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:1c11264d48e8078c36f9decc41eff62fd905111237e2cd7d60651d9f94bb946f
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size 510406550
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special_tokens_map.json
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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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tf_model.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:4a4723564f63bbf7b892a5f305a7da2f615d61664796d8429bb82938eeea441f
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size 497933648
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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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+
oid sha256:f98dfdf111b52ba132eacb3565fd61dc1529f62b170c6ff6ed7fe5fee33eb501
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size 1775
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vocab.json
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