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llama-3.2-vision-tiny-random

yujiepan / llama-3.2-vision-tiny-random

Run on huggingface.co
huggingface.co
Total runs: 157
24-hour runs: 0
7-day runs: -90
30-day runs: -755
Model's Last Updated: September 30 2024
text-generation

Introduction of llama-3.2-vision-tiny-random

Model Details of llama-3.2-vision-tiny-random

This model is for debugging. It is randomly initialized using the config from meta-llama/Llama-3.2-90B-Vision-Instruct but with smaller size.

Codes: 

import os

import accelerate
import requests
import torch
import transformers
from huggingface_hub import create_repo, upload_folder
from PIL import Image
from transformers import AutoProcessor, MllamaForConditionalGeneration
from transformers.models.mllama import MllamaConfig

model_id = 'meta-llama/Llama-3.2-90B-Vision-Instruct'
repo_id = 'yujiepan/llama-3.2-vision-tiny-random'
save_path = f'/tmp/{repo_id}'

os.system(f'rm -rf {save_path}')

config = transformers.AutoConfig.from_pretrained(
    model_id,
    trust_remote_code=True,
)
config.text_config.hidden_size = 8
config.text_config.intermediate_size = 16
config.text_config.num_attention_heads = 2
config.text_config.num_key_value_heads = 1
config.text_config.num_hidden_layers = 2
config.text_config.cross_attention_layers = [1]

config.vision_config.attention_heads = 2
config.vision_config.hidden_size = 8
config.vision_config.intermediate_size = 16
config.vision_config.intermediate_layers_indices = [0]
config.vision_config.num_global_layers = 2
config.vision_config.num_hidden_layers = 2
config.vision_config.vision_output_dim = 16


transformers.set_seed(42)
model = MllamaForConditionalGeneration(config)
model.generation_config = transformers.GenerationConfig.from_pretrained(
    model_id)
model = model.to(torch.bfloat16)

transformers.set_seed(42)
with torch.no_grad():
    for p in model.parameters():
        torch.nn.init.normal_(p)

model.save_pretrained(save_path)

processor = AutoProcessor.from_pretrained(model_id)
processor.save_pretrained(save_path)

url = "https://huggingface.co/datasets/huggingface/documentation-images/resolve/0052a70beed5bf71b92610a43a52df6d286cd5f3/diffusers/rabbit.jpg"
image = Image.open(requests.get(url, stream=True).raw)

messages = [
    {"role": "user", "content": [
        {"type": "image"},
        {"type": "text", "text": "If I had to write a haiku for this one, it would be: "}
    ]}
]
input_text = processor.apply_chat_template(
    messages, add_generation_prompt=True)
inputs = processor(image, input_text, return_tensors="pt").to(model.device)

output = model.generate(**inputs, max_new_tokens=30)
print(processor.decode(output[0]))

os.system(f'ls -alh {save_path}')
# os.system(f'rm -rf {save_path}/model.safetensors')
# create_repo(repo_id, exist_ok=True)
# upload_folder(repo_id=repo_id, folder_path=save_path)

Runs of yujiepan llama-3.2-vision-tiny-random on huggingface.co

157
Total runs
0
24-hour runs
0
3-day runs
-90
7-day runs
-755
30-day runs

More Information About llama-3.2-vision-tiny-random huggingface.co Model

llama-3.2-vision-tiny-random huggingface.co

llama-3.2-vision-tiny-random huggingface.co is an AI model on huggingface.co that provides llama-3.2-vision-tiny-random's model effect (), which can be used instantly with this yujiepan llama-3.2-vision-tiny-random model. huggingface.co supports a free trial of the llama-3.2-vision-tiny-random model, and also provides paid use of the llama-3.2-vision-tiny-random. Support call llama-3.2-vision-tiny-random model through api, including Node.js, Python, http.

llama-3.2-vision-tiny-random huggingface.co Url

https://huggingface.co/yujiepan/llama-3.2-vision-tiny-random

yujiepan llama-3.2-vision-tiny-random online free

llama-3.2-vision-tiny-random huggingface.co is an online trial and call api platform, which integrates llama-3.2-vision-tiny-random's modeling effects, including api services, and provides a free online trial of llama-3.2-vision-tiny-random, you can try llama-3.2-vision-tiny-random online for free by clicking the link below.

yujiepan llama-3.2-vision-tiny-random online free url in huggingface.co:

https://huggingface.co/yujiepan/llama-3.2-vision-tiny-random

llama-3.2-vision-tiny-random install

llama-3.2-vision-tiny-random is an open source model from GitHub that offers a free installation service, and any user can find llama-3.2-vision-tiny-random on GitHub to install. At the same time, huggingface.co provides the effect of llama-3.2-vision-tiny-random install, users can directly use llama-3.2-vision-tiny-random installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

llama-3.2-vision-tiny-random install url in huggingface.co:

https://huggingface.co/yujiepan/llama-3.2-vision-tiny-random

Url of llama-3.2-vision-tiny-random

llama-3.2-vision-tiny-random huggingface.co Url

Provider of llama-3.2-vision-tiny-random huggingface.co

yujiepan
ORGANIZATIONS
huggingface.co

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