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Model: OpenLemur/lemur-70b-chat-v1 Source: Original Platform
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README.md
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---
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pipeline_tag: text-generation
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inference: true
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widget:
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- text: "What's lemur's favorite fruit?"
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example_title: Lemur favorite fruit
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group: Python
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- text: 'Write a Python function to merge two sorted lists into one sorted list without using any built-in sort functions.'
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example_title: Merge Sort
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group: Python
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license: cc-by-nc-4.0
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library_name: transformers
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tags:
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- text-generation
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- code
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- text-generation-inference
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language:
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- en
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---
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# lemur-70b-chat-v1
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<p align="center">
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<img src="https://huggingface.co/datasets/OpenLemur/assets/resolve/main/lemur_icon.png" width="300" height="300" alt="Lemur">
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</p>
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<div align="center">
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<img src="https://huggingface.co/datasets/OpenLemur/assets/resolve/main/lemur_chat_radar.png">
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</div>
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📄Paper: https://arxiv.org/abs/2310.06830
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👩💻Code: https://github.com/OpenLemur/Lemur
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## Use
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### Setup
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First, we have to install all the libraries listed in `requirements.txt` in [GitHub](https://github.com/OpenLemur/lemur-v1):
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```bash
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pip install -r requirements.txt
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```
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### Generation
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```python
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from transformers import AutoTokenizer, AutoModelForCausalLM
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tokenizer = AutoTokenizer.from_pretrained("OpenLemur/lemur-70b-chat-v1")
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model = AutoModelForCausalLM.from_pretrained("OpenLemur/lemur-70b-chat-v1", device_map="auto", load_in_8bit=True)
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# Text Generation Example
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prompt = """<|im_start|>system
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You are a helpful, respectful, and honest assistant.
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<|im_end|>
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<|im_start|>user
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What's a lemur's favorite fruit?<|im_end|>
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<|im_start|>assistant
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"""
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input = tokenizer(prompt, return_tensors="pt")
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output = model.generate(**input, max_length=50, num_return_sequences=1)
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generated_text = tokenizer.decode(output[0], skip_special_tokens=True)
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print(generated_text)
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# Code Generation Example
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prompt = """<|im_start|>system
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Below is an instruction that describes a task. Write a response that appropriately completes the request.
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<|im_end|>
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<|im_start|>user
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Write a Python function to merge two sorted lists into one sorted list without using any built-in sort functions.<|im_end|>
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<|im_start|>assistant
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"""
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input = tokenizer(prompt, return_tensors="pt")
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output = model.generate(**input, max_length=200, num_return_sequences=1)
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generated_code = tokenizer.decode(output[0], skip_special_tokens=True)
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print(generated_code)
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```
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# License
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The model is licensed under a CC BY-NC-4.0 license focused on research use cases.
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# Acknowledgements
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The Lemur project is an open collaborative research effort between [XLang Lab](https://www.xlang.ai/) and Salesforce Research. We thank Salesforce, Google Research and Amazon AWS for their gift support.
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added_tokens.json
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{
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"<pad>": 32000,
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"<|diff_marker|>": 32004,
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"<|im_end|>": 32002,
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"<|im_sep|>": 32003,
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"<|im_start|>": 32001
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}
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config.json
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{
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"_name_or_path": "OpenLemur/lemur-70b-chat-v1",
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"architectures": [
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"LlamaForCausalLM"
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],
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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": 8192,
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"initializer_range": 0.02,
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"intermediate_size": 28672,
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"max_position_embeddings": 4096,
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"model_type": "llama",
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"num_attention_heads": 64,
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"num_hidden_layers": 80,
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"num_key_value_heads": 8,
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"pad_token_id": 0,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": null,
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"tie_word_embeddings": false,
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"torch_dtype": "float16",
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"transformers_version": "4.32.0.dev0",
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"use_cache": true,
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"vocab_size": 32005
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}
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"temperature": 0.6,
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"top_p": 0.9,
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"transformers_version": "4.32.0.dev0"
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}
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|
||||||
|
"model.layers.9.input_layernorm.weight": "pytorch_model-00002-of-00015.bin",
|
||||||
|
"model.layers.9.mlp.down_proj.weight": "pytorch_model-00002-of-00015.bin",
|
||||||
|
"model.layers.9.mlp.gate_proj.weight": "pytorch_model-00002-of-00015.bin",
|
||||||
|
"model.layers.9.mlp.up_proj.weight": "pytorch_model-00002-of-00015.bin",
|
||||||
|
"model.layers.9.post_attention_layernorm.weight": "pytorch_model-00002-of-00015.bin",
|
||||||
|
"model.layers.9.self_attn.k_proj.weight": "pytorch_model-00002-of-00015.bin",
|
||||||
|
"model.layers.9.self_attn.o_proj.weight": "pytorch_model-00002-of-00015.bin",
|
||||||
|
"model.layers.9.self_attn.q_proj.weight": "pytorch_model-00002-of-00015.bin",
|
||||||
|
"model.layers.9.self_attn.v_proj.weight": "pytorch_model-00002-of-00015.bin",
|
||||||
|
"model.norm.weight": "pytorch_model-00014-of-00015.bin"
|
||||||
|
}
|
||||||
|
}
|
||||||
12
special_tokens_map.json
Normal file
12
special_tokens_map.json
Normal file
@@ -0,0 +1,12 @@
|
|||||||
|
{
|
||||||
|
"additional_special_tokens": [
|
||||||
|
"<|im_start|>",
|
||||||
|
"<|im_end|>",
|
||||||
|
"<|im_sep|>",
|
||||||
|
"<|diff_marker|>"
|
||||||
|
],
|
||||||
|
"bos_token": "<s>",
|
||||||
|
"eos_token": "</s>",
|
||||||
|
"pad_token": "<pad>",
|
||||||
|
"unk_token": "<unk>"
|
||||||
|
}
|
||||||
93436
tokenizer.json
Normal file
93436
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
BIN
tokenizer.model
(Stored with Git LFS)
Normal file
BIN
tokenizer.model
(Stored with Git LFS)
Normal file
Binary file not shown.
35
tokenizer_config.json
Normal file
35
tokenizer_config.json
Normal file
@@ -0,0 +1,35 @@
|
|||||||
|
{
|
||||||
|
"add_bos_token": true,
|
||||||
|
"add_eos_token": false,
|
||||||
|
"bos_token": {
|
||||||
|
"__type": "AddedToken",
|
||||||
|
"content": "<s>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"clean_up_tokenization_spaces": false,
|
||||||
|
"eos_token": {
|
||||||
|
"__type": "AddedToken",
|
||||||
|
"content": "</s>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"legacy": true,
|
||||||
|
"model_max_length": 1000000000000000019884624838656,
|
||||||
|
"pad_token": null,
|
||||||
|
"padding_side": "right",
|
||||||
|
"sp_model_kwargs": {},
|
||||||
|
"tokenizer_class": "LlamaTokenizer",
|
||||||
|
"unk_token": {
|
||||||
|
"__type": "AddedToken",
|
||||||
|
"content": "<unk>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
}
|
||||||
|
}
|
||||||
Reference in New Issue
Block a user