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Model: lzumot/MODULARMOJO_Mistral_V1 Source: Original Platform
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README.md
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README.md
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---
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license: apache-2.0
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pipeline_tag: text-generation
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tags:
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- finetuned
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inference:
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parameters:
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temperature: 0.01
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---
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A Mistral7B Instruct (https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.1)
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Finetune using QLoRA on the docs available in https://docs.modular.com/mojo/
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The Mistral-7B-Instruct-v0.1 Large Language Model (LLM) is a instruct fine-tuned version of the [Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) generative text model using a variety of publicly available conversation datasets.
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## Instruction format
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer, TextStreamer
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import torch
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device = "cuda" # the device to load the model onto
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model_name = "mcysqrd/MODULARMOJO_Mistral_V1"
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model = AutoModelForCausalLM.from_pretrained(model_name,
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use_flash_attention_2=True,
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max_memory={0: "24GB"},
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device_map="auto",
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trust_remote_code=True,
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low_cpu_mem_usage=True,
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return_dict=True,
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torch_dtype=torch.bfloat16,
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)
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tokenizer = AutoTokenizer.from_pretrained(model_name,add_bos_token=True,trust_remote_code=True)
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model.config.use_cache = True
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def stream(user_prompt):
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runtimeFlag = "cuda:0"
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system_prompt = 'MODULAR_MOJO'
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B_INST, E_INST = "[INST]", "[/INST]"
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prompt = f"{system_prompt}{B_INST}{user_prompt.strip()}\n{E_INST}"
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inputs = tokenizer([prompt], return_tensors="pt").to(runtimeFlag)
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streamer = TextStreamer(tokenizer, skip_prompt=True, skip_special_tokens=True)
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_ = model.generate(**inputs, streamer=streamer, max_new_tokens=1600)
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stream("""can you translate this python code to mojo to make more performant making T as struct?
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class T():
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self.init(v:float):
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self.value=v
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def sum_objects(a:T,b:T)->T:
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return T(a.v+b.v)""")
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```
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config.json
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{
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"_name_or_path": "/home/aieng/models/hf/Mistral-7B-Instruct-v0.1",
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"architectures": [
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"MistralForCausalLM"
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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": 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": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"rms_norm_eps": 1e-05,
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"transformers_version": "4.35.0",
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"use_cache": true,
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"vocab_size": 32000
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}
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||||
24
special_tokens_map.json
Normal file
24
special_tokens_map.json
Normal file
@@ -0,0 +1,24 @@
|
||||
{
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
91149
tokenizer.json
Normal file
91149
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.
42
tokenizer_config.json
Normal file
42
tokenizer_config.json
Normal file
@@ -0,0 +1,42 @@
|
||||
{
|
||||
"added_tokens_decoder": {
|
||||
"0": {
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"2": {
|
||||
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|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [],
|
||||
"bos_token": "<s>",
|
||||
"chat_template": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token + ' ' }}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "</s>",
|
||||
"legacy": true,
|
||||
"model_max_length": 1000000000000000019884624838656,
|
||||
"pad_token": "</s>",
|
||||
"padding_side": "left",
|
||||
"sp_model_kwargs": {},
|
||||
"spaces_between_special_tokens": false,
|
||||
"tokenizer_class": "LlamaTokenizer",
|
||||
"unk_token": "<unk>",
|
||||
"use_default_system_prompt": true
|
||||
}
|
||||
Reference in New Issue
Block a user