| | --- |
| | language: |
| | - en |
| | license: apache-2.0 |
| | tags: |
| | - text-generation-inference |
| | - transformers |
| | - unsloth |
| | - gemma |
| | - trl |
| | base_model: unsloth/gemma-7b-bnb-4bit |
| | --- |
| | |
| | # Uploaded model |
| |
|
| | - **Developed by:** Andyrasika |
| | - **License:** apache-2.0 |
| | - **Finetuned from model :** unsloth/gemma-7b-bnb-4bit |
| |
|
| | This gemma model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library. |
| |
|
| | ```py |
| | if False: |
| | from unsloth import FastLanguageModel |
| | model, tokenizer = FastLanguageModel.from_pretrained( |
| | model_name = "Andyrasika/lora_gemma", |
| | max_seq_length = max_seq_length, |
| | dtype = dtype, |
| | load_in_4bit = load_in_4bit, |
| | ) |
| | FastLanguageModel.for_inference(model) # Enable native 2x faster inference |
| | |
| | alpaca_prompt = """Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request. |
| | |
| | ### Instruction: |
| | {} |
| | |
| | ### Input: |
| | {} |
| | |
| | ### Response: |
| | {}""" |
| | |
| | inputs = tokenizer( |
| | [ |
| | alpaca_prompt.format( |
| | "What is a famous tall tower in Paris?", # instruction |
| | "", # input |
| | "", # output - leave this blank for generation! |
| | ) |
| | ], return_tensors = "pt").to("cuda") |
| | |
| | outputs = model.generate(**inputs, max_new_tokens = 64, use_cache = True) |
| | tokenizer.batch_decode(outputs) |
| | ``` |
| | Output |
| | ``` |
| | ['<bos>Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the |
| | request.\n\n### Instruction:\nWhat is a famous tall tower in Paris?\n\n### Input:\n\n\n### Response:\nOne of the most famous tall towers in Paris is the Eiffel Tower. |
| | It is a wrought-iron lattice tower on the Champ de Mars in Paris, France. It is named after the engineer Gustave Eiffel, whose company designed and built the tower. |
| | The tower is 324 meters (1,063 feet'] |
| | ``` |
| |
|
| | [<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth) |
| | [notebook](https://colab.research.google.com/drive/10NbwlsRChbma1v55m8LAPYG15uQv6HLo?usp=sharing#scrollTo=FqfebeAdT073) |
| |
|