Text Generation
Transformers
PyTorch
TensorFlow
JAX
ONNX
Safetensors
German
gpt2
text-generation-inference
Instructions to use dbmdz/german-gpt2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use dbmdz/german-gpt2 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="dbmdz/german-gpt2")# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("dbmdz/german-gpt2") model = AutoModelForCausalLM.from_pretrained("dbmdz/german-gpt2") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use dbmdz/german-gpt2 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "dbmdz/german-gpt2" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "dbmdz/german-gpt2", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/dbmdz/german-gpt2
- SGLang
How to use dbmdz/german-gpt2 with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "dbmdz/german-gpt2" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "dbmdz/german-gpt2", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "dbmdz/german-gpt2" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "dbmdz/german-gpt2", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use dbmdz/german-gpt2 with Docker Model Runner:
docker model run hf.co/dbmdz/german-gpt2
Adding ONNX file of this model (#3)
Browse files- Adding ONNX file of this model (e5ba15e2bcdf079d0a917e04c9fdf7a63688a292)
Co-authored-by: Fred Robbins <Mesc70@users.noreply.huggingface.co>
- onnx/added_tokens.json +8 -0
- onnx/config.json +39 -0
- onnx/decoder_model.onnx +3 -0
- onnx/decoder_model_merged.onnx +3 -0
- onnx/decoder_with_past_model.onnx +3 -0
- onnx/generation_config.json +6 -0
- onnx/merges.txt +0 -0
- onnx/special_tokens_map.json +5 -0
- onnx/tokenizer.json +0 -0
- onnx/tokenizer_config.json +60 -0
- onnx/vocab.json +0 -0
onnx/added_tokens.json
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{
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"</s>": 2,
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"<mask>": 4,
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"<pad>": 1,
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"<s>": 0,
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"<unk>": 3,
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"<|endoftext|>": 50265
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}
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onnx/config.json
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{
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"_name_or_path": "dbmdz/german-gpt2",
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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": 0.0,
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"bos_token_id": 50256,
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"embd_pdrop": 0.0,
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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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"reorder_and_upcast_attn": false,
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"resid_pdrop": 0.0,
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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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"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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"transformers_version": "4.34.0",
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"use_cache": true,
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"vocab_size": 50265
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}
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onnx/decoder_model.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:bcc909a0656c80266871411ce1f0750d683e6bc9aa822ae47ffcb014cf704dc8
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size 653714566
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onnx/decoder_model_merged.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:23181b6bf46b7a826bd35b4b6a9e6c051b349b621046518cca2dbe8124e36144
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size 655237634
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onnx/decoder_with_past_model.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:7b62383abe397f9084d1b1a4e294101076a94f9ec7f153d6e9f69c18843c75da
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size 653721372
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onnx/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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"transformers_version": "4.34.0"
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}
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onnx/merges.txt
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onnx/special_tokens_map.json
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{
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"bos_token": "<|endoftext|>",
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"eos_token": "<|endoftext|>",
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"unk_token": "<|endoftext|>"
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}
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onnx/tokenizer.json
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onnx/tokenizer_config.json
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{
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"add_prefix_space": false,
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"added_tokens_decoder": {
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"0": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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| 27 |
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},
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"3": {
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| 29 |
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"content": "<unk>",
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| 30 |
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"lstrip": false,
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| 31 |
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"normalized": false,
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| 32 |
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"rstrip": false,
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| 33 |
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"single_word": false,
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| 34 |
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"special": true
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| 35 |
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},
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| 36 |
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"4": {
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| 37 |
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"content": "<mask>",
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| 38 |
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"lstrip": false,
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| 39 |
+
"normalized": false,
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| 40 |
+
"rstrip": false,
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| 41 |
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"single_word": false,
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| 42 |
+
"special": true
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| 43 |
+
},
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| 44 |
+
"50265": {
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| 45 |
+
"content": "<|endoftext|>",
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| 46 |
+
"lstrip": false,
|
| 47 |
+
"normalized": false,
|
| 48 |
+
"rstrip": false,
|
| 49 |
+
"single_word": false,
|
| 50 |
+
"special": true
|
| 51 |
+
}
|
| 52 |
+
},
|
| 53 |
+
"additional_special_tokens": [],
|
| 54 |
+
"bos_token": "<|endoftext|>",
|
| 55 |
+
"clean_up_tokenization_spaces": true,
|
| 56 |
+
"eos_token": "<|endoftext|>",
|
| 57 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 58 |
+
"tokenizer_class": "GPT2Tokenizer",
|
| 59 |
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"unk_token": "<|endoftext|>"
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| 60 |
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}
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onnx/vocab.json
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