初始化项目，由ModelHub XC社区提供模型
Model: AI-ModelScope/Pangea-7B-hf Source: Original Platform
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README.md
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---
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license: apache-2.0
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datasets:
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- neulab/PangeaInstruct
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language:
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- am
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- ar
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- bg
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- bn
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- cs
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- de
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- el
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- en
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- es
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- fa
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- fr
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- ga
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- hi
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- id
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- ig
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- it
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- iw
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- ja
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- jv
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- ko
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- nl
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- mn
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- ms
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- no
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- pl
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- pt
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- ro
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- ru
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- si
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- su
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- sw
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- ta
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- te
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- th
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- tr
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- uk
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- ur
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- vi
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- zh
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base_model:
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- Qwen/Qwen2-7B-Instruct
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---
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# Pangea-7B Model Card
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[Pangea: A Fully Open Multilingual Multimodal LLM for 39 Languages](https://neulab.github.io/Pangea/)
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🇪🇹 🇸🇦 🇧🇬 🇧🇩 🇨🇿 🇩🇪 🇬🇷 🇬🇧 🇺🇸 🇪🇸 🇮🇷 🇫🇷 🇮🇪 🇮🇳 🇮🇩 🇳🇬 🇮🇹 🇮🇱 🇯🇵 🇮🇩 🇰🇷 🇳🇱 🇲🇳 🇲🇾 🇳🇴 🇵🇱 🇵🇹 🇧🇷 🇷🇴 🇷🇺 🇱🇰 🇮🇩 🇰🇪 🇹🇿 🇱🇰 🇹🇭 🇹🇷 🇺🇦 🇵🇰 🇻🇳 🇨🇳 🇹🇼
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[🏠 Homepage](https://neulab.github.io/Pangea/) | [🤖 Pangea-7B](https://huggingface.co/neulab/Pangea-7B) | [📊 PangeaIns](https://huggingface.co/datasets/neulab/PangeaInstruct) | [🧪 PangeaBench](https://huggingface.co/collections/neulab/pangea-6713c3b0d78a453906eb2ed8) | [💻 Github](https://github.com/neulab/Pangea/tree/main) | [📄 Arxiv](https://arxiv.org/abs/2410.16153) | [📕 PDF](https://arxiv.org/pdf/2410.16153) | [🖥️ Demo](https://huggingface.co/spaces/neulab/Pangea)
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<img src="https://cdn-uploads.huggingface.co/production/uploads/6230d750d93e84e233882dbc/ZjVTKnIsyshWpo-PWg9gM.png" alt="description" style="width:300px;">
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## Model details
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- **Model:** Pangea is a fully open-source Multilingual Multimodal Multicultural LLM.
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- **Date:** Pangea-7B was trained in 2024.
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- **Training Dataset:** [6M PangeaIns](https://huggingface.co/datasets/neulab/PangeaInstruct).
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- **Architecture:** Pangea-7B follows the architecture of [LLaVA-NeXT](https://github.com/LLaVA-VL/LLaVA-NeXT), with a [Qwen2-7B-Instruct](https://huggingface.co/Qwen/Qwen2-7B-Instruct) backbone.
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### Uses
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The hf version is intended so that you could use Pangea-7B with the huggingface generate function.
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If you want to use it with the Llava-Next codebase, please refer to our [original checkpoint](https://huggingface.co/neulab/Pangea-7B).
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```python
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# Assuming that you have text_input and image_path
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from transformers import LlavaNextForConditionalGeneration, AutoProcessor
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import torch
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from PIL import Image
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image_input = Image.open(image_path)
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model = LlavaNextForConditionalGeneration.from_pretrained(
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"neulab/Pangea-7B-hf",
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torch_dtype=torch.float16
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).to(0)
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processor = AutoProcessor.from_pretrained("neulab/Pangea-7B-hf")
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model.resize_token_embeddings(len(processor.tokenizer))
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text_input = f"<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n<|im_start|>user\n<image>\n{text_input}<|im_end|>\n<|im_start|>assistant\n"
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model_inputs = processor(images=image_input, text=text_input, return_tensors='pt').to("cuda", torch.float16)
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output = model.generate(**model_inputs, max_new_tokens=1024, min_new_tokens=32, temperature=1.0, top_p=0.9, do_sample=True)
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output = output[0]
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result = processor.decode(output, skip_special_tokens=True, clean_up_tokenization_spaces=False)
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print(result)
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```
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## Citing the Model
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**BibTeX Citation:**
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```
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@article{yue2024pangeafullyopenmultilingual,
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title={Pangea: A Fully Open Multilingual Multimodal LLM for 39 Languages},
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author={Xiang Yue and Yueqi Song and Akari Asai and Seungone Kim and Jean de Dieu Nyandwi and Simran Khanuja and Anjali Kantharuban and Lintang Sutawika and Sathyanarayanan Ramamoorthy and Graham Neubig},
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year={2024},
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journal={arXiv preprint arXiv:2410.16153},
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url={https://arxiv.org/abs/2410.16153}
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}
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```
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}
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config.json
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{
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"_name_or_path": "/root/checkpoints",
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"architectures": [
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"LlavaNextForConditionalGeneration"
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],
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"ignore_index": -100,
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"image_grid_pinpoints": [
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"image_seq_length": 576,
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"image_token_index": 151646,
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"model_type": "llava_next",
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"projector_hidden_act": "gelu",
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"text_config": {
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"_name_or_path": "Qwen/Qwen2-7B-Instruct",
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"architectures": [
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"Qwen2ForCausalLM"
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],
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"hidden_size": 3584,
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"max_position_embeddings": 32768,
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"max_window_layers": 28,
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"model_type": "qwen2",
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"num_attention_heads": 28,
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"use_sliding_window": false,
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"vocab_size": 152128
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"tie_word_embeddings": false,
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"torch_dtype": "float16",
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"transformers_version": "4.45.2",
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"use_image_newline_parameter": true,
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"vision_config": {
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"num_attention_heads": 16,
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"num_hidden_layers": 24,
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"patch_size": 14,
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"projection_dim": 768,
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"vision_feature_layer": -2,
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"vision_feature_select_strategy": "default"
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}
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{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
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51
preprocessor_config.json
Normal file
51
preprocessor_config.json
Normal file
@@ -0,0 +1,51 @@
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||||
"do_resize": true,
|
||||
"image_grid_pinpoints": [
|
||||
[
|
||||
336,
|
||||
672
|
||||
],
|
||||
[
|
||||
672,
|
||||
336
|
||||
],
|
||||
[
|
||||
672,
|
||||
672
|
||||
],
|
||||
[
|
||||
1008,
|
||||
336
|
||||
],
|
||||
[
|
||||
336,
|
||||
1008
|
||||
]
|
||||
],
|
||||
"image_mean": [
|
||||
0.48145466,
|
||||
0.4578275,
|
||||
0.40821073
|
||||
],
|
||||
"image_processor_type": "LlavaNextImageProcessor",
|
||||
"image_std": [
|
||||
0.26862954,
|
||||
0.26130258,
|
||||
0.27577711
|
||||
],
|
||||
"processor_class": "LlavaNextProcessor",
|
||||
"resample": 3,
|
||||
"rescale_factor": 0.00392156862745098,
|
||||
"size": {
|
||||
"shortest_edge": 336
|
||||
}
|
||||
}
|
||||
6
processor_config.json
Normal file
6
processor_config.json
Normal file
@@ -0,0 +1,6 @@
|
||||
{
|
||||
"image_token": "<image>",
|
||||
"patch_size": 14,
|
||||
"processor_class": "LlavaNextProcessor",
|
||||
"vision_feature_select_strategy": null
|
||||
}
|
||||
21
special_tokens_map.json
Normal file
21
special_tokens_map.json
Normal file
@@ -0,0 +1,21 @@
|
||||
{
|
||||
"additional_special_tokens": [
|
||||
"<|im_start|>",
|
||||
"<|im_end|>",
|
||||
"<image>"
|
||||
],
|
||||
"eos_token": {
|
||||
"content": "<|im_end|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": {
|
||||
"content": "<|endoftext|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
3
tokenizer.json
Normal file
3
tokenizer.json
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:bbac2d3f916c26542c1b3038c2681c31d3ba68f54c20838cc5bdbea350488280
|
||||
size 11418612
|
||||
53
tokenizer_config.json
Normal file
53
tokenizer_config.json
Normal file
@@ -0,0 +1,53 @@
|
||||
{
|
||||
"add_prefix_space": false,
|
||||
"added_tokens_decoder": {
|
||||
"151643": {
|
||||
"content": "<|endoftext|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151644": {
|
||||
"content": "<|im_start|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151645": {
|
||||
"content": "<|im_end|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151646": {
|
||||
"content": "<image>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [
|
||||
"<|im_start|>",
|
||||
"<|im_end|>",
|
||||
"<image>"
|
||||
],
|
||||
"bos_token": null,
|
||||
"chat_template": "{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n' }}{% endif %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "<|im_end|>",
|
||||
"errors": "replace",
|
||||
"model_max_length": 131072,
|
||||
"pad_token": "<|endoftext|>",
|
||||
"processor_class": "LlavaNextProcessor",
|
||||
"split_special_tokens": false,
|
||||
"tokenizer_class": "Qwen2Tokenizer",
|
||||
"unk_token": null
|
||||
}
|
||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user