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Duplicate from seedboxai/KafkaLM-8x7B-German-V0.1
Browse filesCo-authored-by: Dennis <doubledsbv@users.noreply.huggingface.co>
- .gitattributes +35 -0
- README.md +96 -0
- config.json +30 -0
- generation_config.json +6 -0
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- special_tokens_map.json +30 -0
- tokenizer.json +0 -0
- tokenizer_config.json +43 -0
.gitattributes
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README.md
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---
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library_name: transformers
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tags:
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- deutsch
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- german
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- seedbox
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- mistral
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- mixtral
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license: apache-2.0
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datasets:
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- seedboxai/multitask_german_examples_32k
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language:
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- de
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pipeline_tag: text-generation
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---
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![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/645ded34a45b4182d7f5c385/9QywLGTbRrHYSq-m6fQmJ.jpeg)
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# KafkaLM-8x7b-German-V0.1
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**KafkaLM 8x7b** is a MoE model based on [Mistral AI´s Mixtral 8x7b](https://mistral.ai/news/mixtral-of-experts/) which was finetuned on an ensemble of popular high-quality open-source instruction sets (translated from English to German).
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KafkaLM 8x7b is a [Seedbox](https://huggingface.co/seedboxai) project trained by [Dennis Dickmann](https://huggingface.co/doubledsbv).
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**Why Kafka?**
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The models are proficient, yet creative, have some tendencies to linguistically push boundaries 😊
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## Model Details
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The purpose of releasing the **KafkaLM series** is to contribute to the German AI community with a set of fine-tuned LLMs that are easy to use in everyday applications across a variety of tasks.
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The main goal was to provide LLMs proficient in German, especially to be used in German-speaking business contexts where English alone is not sufficient.
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### Dataset
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I used a 8k filtered version of the following [seedboxai/multitask_german_examples_32k](https://huggingface.co/datasets/seedboxai/multitask_german_examples_32k)
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### Prompt Format
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This model follows the subsequent prompt format:
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```
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<|system|>
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Du bist ein freundlicher und hilfsbereiter KI-Assistent. Du beantwortest Fragen faktenorientiert und präzise, ohne dabei relevante Fakten auszulassen.</s>
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<|user|>
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Welche Möglichkeiten der energetischen Sanierung habe ich neben Solar und Energiespeicher?</s>
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<|assistant|>
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```
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### Inference
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Getting started with the model is straightforward
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```python
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import transformers
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model_id = "seedboxai/KafkaLM-8x7B-German-V0.1"
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model = AutoModelForCausalLM.from_pretrained(model_id, load_in_4bit=True, trust_remote_code=True)
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tokenizer = AutoTokenizer.from_pretrained(model_id)
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def generate_prompt(input):
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prompt = ''
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sys_prompt = "Du bist ein freundlicher und hilfsbereiter KI-Assistent. Du beantwortest Fragen faktenorientiert und präzise, ohne dabei relevante Fakten auszulassen."
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prompt += f"<|system|>\n{sys_prompt.strip()}</s>\n"
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prompt += f"<|user|>\n{input.strip()}</s>\n"
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prompt += f"<|assistant|>\n"
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return prompt.strip()
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generate_text = transformers.pipeline(
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model=model, tokenizer=tokenizer,
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return_full_text=True,
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task='text-generation',
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temperature=0.5,
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max_new_tokens=512,
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top_p=0.95,
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top_k=40,
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do_sample=True,
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)
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print(generate_text(generate_prompt("Wer ist eigentlich dieser Kafka?"))
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```
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## Disclaimer
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The license on this model does not constitute legal advice. We are not responsible for the actions of third parties who use this model.
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This model should only be used for research purposes. The original Llama2 license and all restrictions of datasets used to train this model apply.
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config.json
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{
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"_name_or_path": "mistralai/Mixtral-8x7B-v0.1",
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"architectures": [
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"MixtralForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 32768,
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"model_type": "mixtral",
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"num_attention_heads": 32,
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"num_experts_per_tok": 2,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"num_local_experts": 8,
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"output_router_logits": false,
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"rms_norm_eps": 1e-05,
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"rope_theta": 1000000.0,
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"router_aux_loss_coef": 0.02,
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"sliding_window": null,
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"tie_word_embeddings": false,
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"torch_dtype": "float32",
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"transformers_version": "4.38.0.dev0",
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"use_cache": true,
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"vocab_size": 32000
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}
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generation_config.json
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"_from_model_config": true,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"transformers_version": "4.38.0.dev0"
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}
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special_tokens_map.json
ADDED
@@ -0,0 +1,30 @@
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|
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|
30 |
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|
tokenizer.json
ADDED
The diff for this file is too large to render.
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tokenizer_config.json
ADDED
@@ -0,0 +1,43 @@
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