numind / NuSentiment-multilingual

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Total runs: 18
24-hour runs: 0
7-day runs: -1
30-day runs: -7
Model's Last Updated: January 26 2024
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Introduction of NuSentiment-multilingual

Model Details of NuSentiment-multilingual

Model

Base version of e5-multilingual finetunned on an annotated subset of mC4 (multilingual C4). This model provide generic embedding for sentiment analysis. Embeddings can be used out of the box or fine tune on specific datasets.

Blog post: https://www.numind.ai/blog/creating-task-specific-foundation-models-with-gpt-4

Usage

Below is an example to encode text and get embedding.

import torch
from transformers import AutoTokenizer, AutoModel


model = AutoModel.from_pretrained("Numind/e5-multilingual-sentiment_analysis")
tokenizer = AutoTokenizer.from_pretrained("Numind/e5-multilingual-sentiment_analysis")
device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')
model.to(device)

size = 256
text = "This movie is amazing"

encoding = tokenizer(
    text,
    truncation=True, 
    padding='max_length', 
    max_length= size,
)

emb = model(
      torch.reshape(torch.tensor(encoding.input_ids),(1,len(encoding.input_ids))).to(device),output_hidden_states=True
).hidden_states[-1].cpu().detach()

embText = torch.mean(emb,axis = 1)

Runs of numind NuSentiment-multilingual on huggingface.co

18
Total runs
0
24-hour runs
0
3-day runs
-1
7-day runs
-7
30-day runs

More Information About NuSentiment-multilingual huggingface.co Model

More NuSentiment-multilingual license Visit here:

https://choosealicense.com/licenses/mit

NuSentiment-multilingual huggingface.co

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

NuSentiment-multilingual huggingface.co Url

https://huggingface.co/numind/NuSentiment-multilingual

numind NuSentiment-multilingual online free

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

numind NuSentiment-multilingual online free url in huggingface.co:

https://huggingface.co/numind/NuSentiment-multilingual

NuSentiment-multilingual install

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

NuSentiment-multilingual install url in huggingface.co:

https://huggingface.co/numind/NuSentiment-multilingual

Url of NuSentiment-multilingual

NuSentiment-multilingual huggingface.co Url

Provider of NuSentiment-multilingual huggingface.co

numind
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