Upload folder using huggingface_hub
Browse files- .gitattributes +1 -0
- README.md +92 -0
- added_tokens.json +3 -0
- config.json +120 -0
- mergekit_config.yml +13 -0
- model-00001-of-00005.safetensors +3 -0
- model-00002-of-00005.safetensors +3 -0
- model-00003-of-00005.safetensors +3 -0
- model-00004-of-00005.safetensors +3 -0
- model-00005-of-00005.safetensors +3 -0
- model.safetensors.index.json +0 -0
- preprocessor_config.json +29 -0
- processor_config.json +4 -0
- special_tokens_map.json +33 -0
- tokenizer.json +3 -0
- tokenizer.model +3 -0
- tokenizer_config.json +0 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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| 2 |
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base_model:
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- google/gemma-3-12b-it
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- google/translategemma-12b-it
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library_name: transformers
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tags:
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- mergekit
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- merge
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- translation
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- multimodal
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- gemma-3
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license: gemma
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---
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# GemmaTranslate-v3-12B
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GemmaTranslate-v3-12B is a high-performance, multimodal hybrid model designed for advanced translation and general-purpose assistance. It is a [SLERP](https://en.wikipedia.org/wiki/Slerp) merge of two state-of-the-art models: [Gemma-3-12B-IT](https://huggingface.co/google/gemma-3-12b-it) and [TranslateGemma-12B-IT](https://huggingface.co/google/translategemma-12b-it).
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By combining the general reasoning and multimodal capabilities of Gemma-3 with the specialized translation expertise of TranslateGemma, this model offers superior performance in multilingual contexts while maintaining the ability to process visual information.
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## Model Details
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+
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- **Architecture:** Gemma-3 (Multimodal, 128K context length)
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- **Merge Method:** SLERP (Spherical Linear Interpolation)
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- **Base Models:**
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- [google/gemma-3-12b-it](https://huggingface.co/google/gemma-3-12b-it)
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| 27 |
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- [google/translategemma-12b-it](https://huggingface.co/google/translategemma-12b-it)
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- **Language(s):** Multilingual (Supports 30+ languages)
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| 29 |
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- **License:** [Gemma Terms of Use](https://ai.google.dev/gemma/terms)
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| 30 |
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## Key Features
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- **Multimodal Capabilities:** Inherits the vision tower and multimodal projector from Gemma-3-12B-IT, enabling image understanding and visual reasoning.
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- **Enhanced Translation:** Optimized for translation tasks by merging with TranslateGemma-12B-IT.
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- **Large Context Window:** Supports up to 128K tokens.
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- **Hybrid Reasoning:** Combines instruction-following capabilities with high-fidelity translation.
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## Merge Configuration
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The following YAML configuration was used to produce this model:
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```yaml
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base_model: google/gemma-3-12b-it
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dtype: bfloat16
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merge_method: slerp
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parameters:
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t:
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- filter: vision_tower
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value: 0
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- filter: multi_modal_projector
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value: 0
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- value: 0.5
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| 53 |
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models:
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- model: google/gemma-3-12b-it
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| 55 |
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- model: google/translategemma-12b-it
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```
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| 57 |
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| 58 |
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*Note: The `vision_tower` and `multi_modal_projector` weights are taken 100% from Gemma-3-12B-IT (`t=0`) to ensure visual stability, while the language model weights are a 50/50 SLERP merge (`t=0.5`).*
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| 59 |
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| 60 |
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## Usage
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| 61 |
+
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| 62 |
+
You can use this model with the Hugging Face `transformers` library.
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| 63 |
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|
| 64 |
+
```python
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| 65 |
+
from transformers import Gemma3ForConditionalGeneration, AutoProcessor
|
| 66 |
+
import torch
|
| 67 |
+
|
| 68 |
+
model_id = "SpongeBOB9684/GemmaTranslate-v3-12B"
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| 69 |
+
|
| 70 |
+
model = Gemma3ForConditionalGeneration.from_pretrained(
|
| 71 |
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model_id,
|
| 72 |
+
device_map="auto",
|
| 73 |
+
torch_dtype=torch.bfloat16
|
| 74 |
+
)
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| 75 |
+
processor = AutoProcessor.from_pretrained(model_id)
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| 76 |
+
|
| 77 |
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# Example: Multimodal Translation
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| 78 |
+
# (Add your image and prompt here)
|
| 79 |
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prompt = "Translate the text in this image to French and explain its context."
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| 80 |
+
# inputs = processor(text=prompt, images=image, return_tensors="pt").to(model.device)
|
| 81 |
+
|
| 82 |
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# Example: Text-only Translation
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| 83 |
+
prompt = "Translate the following English text to Japanese: 'The future of AI is multimodal.'"
|
| 84 |
+
inputs = processor(text=prompt, return_tensors="pt").to(model.device)
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| 85 |
+
|
| 86 |
+
output = model.generate(**inputs, max_new_tokens=256)
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| 87 |
+
print(processor.decode(output[0], skip_special_tokens=True))
|
| 88 |
+
```
|
| 89 |
+
|
| 90 |
+
## License
|
| 91 |
+
|
| 92 |
+
This model is subject to the [Gemma Terms of Use](https://ai.google.dev/gemma/terms). By using this model, you agree to the terms and conditions specified by Google.
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added_tokens.json
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{
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"<image_soft_token>": 262144
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}
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config.json
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{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"Gemma3ForConditionalGeneration"
|
| 4 |
+
],
|
| 5 |
+
"boi_token_index": 255999,
|
| 6 |
+
"dtype": "bfloat16",
|
| 7 |
+
"eoi_token_index": 256000,
|
| 8 |
+
"eos_token_id": [
|
| 9 |
+
1,
|
| 10 |
+
106
|
| 11 |
+
],
|
| 12 |
+
"image_token_index": 262144,
|
| 13 |
+
"initializer_range": 0.02,
|
| 14 |
+
"mm_tokens_per_image": 256,
|
| 15 |
+
"model_type": "gemma3",
|
| 16 |
+
"text_config": {
|
| 17 |
+
"_sliding_window_pattern": 6,
|
| 18 |
+
"attention_bias": false,
|
| 19 |
+
"attention_dropout": 0.0,
|
| 20 |
+
"attn_logit_softcapping": null,
|
| 21 |
+
"bos_token_id": 2,
|
| 22 |
+
"eos_token_id": 1,
|
| 23 |
+
"final_logit_softcapping": null,
|
| 24 |
+
"head_dim": 256,
|
| 25 |
+
"hidden_activation": "gelu_pytorch_tanh",
|
| 26 |
+
"hidden_size": 3840,
|
| 27 |
+
"initializer_range": 0.02,
|
| 28 |
+
"intermediate_size": 15360,
|
| 29 |
+
"layer_types": [
|
| 30 |
+
"sliding_attention",
|
| 31 |
+
"sliding_attention",
|
| 32 |
+
"sliding_attention",
|
| 33 |
+
"sliding_attention",
|
| 34 |
+
"sliding_attention",
|
| 35 |
+
"full_attention",
|
| 36 |
+
"sliding_attention",
|
| 37 |
+
"sliding_attention",
|
| 38 |
+
"sliding_attention",
|
| 39 |
+
"sliding_attention",
|
| 40 |
+
"sliding_attention",
|
| 41 |
+
"full_attention",
|
| 42 |
+
"sliding_attention",
|
| 43 |
+
"sliding_attention",
|
| 44 |
+
"sliding_attention",
|
| 45 |
+
"sliding_attention",
|
| 46 |
+
"sliding_attention",
|
| 47 |
+
"full_attention",
|
| 48 |
+
"sliding_attention",
|
| 49 |
+
"sliding_attention",
|
| 50 |
+
"sliding_attention",
|
| 51 |
+
"sliding_attention",
|
| 52 |
+
"sliding_attention",
|
| 53 |
+
"full_attention",
|
| 54 |
+
"sliding_attention",
|
| 55 |
+
"sliding_attention",
|
| 56 |
+
"sliding_attention",
|
| 57 |
+
"sliding_attention",
|
| 58 |
+
"sliding_attention",
|
| 59 |
+
"full_attention",
|
| 60 |
+
"sliding_attention",
|
| 61 |
+
"sliding_attention",
|
| 62 |
+
"sliding_attention",
|
| 63 |
+
"sliding_attention",
|
| 64 |
+
"sliding_attention",
|
| 65 |
+
"full_attention",
|
| 66 |
+
"sliding_attention",
|
| 67 |
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"sliding_attention",
|
| 68 |
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"sliding_attention",
|
| 69 |
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"sliding_attention",
|
| 70 |
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"sliding_attention",
|
| 71 |
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"full_attention",
|
| 72 |
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"sliding_attention",
|
| 73 |
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"sliding_attention",
|
| 74 |
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"sliding_attention",
|
| 75 |
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"sliding_attention",
|
| 76 |
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"sliding_attention",
|
| 77 |
+
"full_attention"
|
| 78 |
+
],
|
| 79 |
+
"max_position_embeddings": 131072,
|
| 80 |
+
"model_type": "gemma3_text",
|
| 81 |
+
"num_attention_heads": 16,
|
| 82 |
+
"num_hidden_layers": 48,
|
| 83 |
+
"num_key_value_heads": 8,
|
| 84 |
+
"pad_token_id": 0,
|
| 85 |
+
"query_pre_attn_scalar": 256,
|
| 86 |
+
"rms_norm_eps": 1e-06,
|
| 87 |
+
"rope_parameters": {
|
| 88 |
+
"full_attention": {
|
| 89 |
+
"factor": 8.0,
|
| 90 |
+
"rope_theta": 1000000.0,
|
| 91 |
+
"rope_type": "linear"
|
| 92 |
+
},
|
| 93 |
+
"sliding_attention": {
|
| 94 |
+
"rope_theta": 10000.0,
|
| 95 |
+
"rope_type": "default"
|
| 96 |
+
}
|
| 97 |
+
},
|
| 98 |
+
"sliding_window": 1024,
|
| 99 |
+
"tie_word_embeddings": true,
|
| 100 |
+
"use_bidirectional_attention": false,
|
| 101 |
+
"use_cache": true,
|
| 102 |
+
"vocab_size": 262208
|
| 103 |
+
},
|
| 104 |
+
"tie_word_embeddings": true,
|
| 105 |
+
"transformers_version": "5.3.0",
|
| 106 |
+
"vision_config": {
|
| 107 |
+
"attention_dropout": 0.0,
|
| 108 |
+
"hidden_act": "gelu_pytorch_tanh",
|
| 109 |
+
"hidden_size": 1152,
|
| 110 |
+
"image_size": 896,
|
| 111 |
+
"intermediate_size": 4304,
|
| 112 |
+
"layer_norm_eps": 1e-06,
|
| 113 |
+
"model_type": "siglip_vision_model",
|
| 114 |
+
"num_attention_heads": 16,
|
| 115 |
+
"num_channels": 3,
|
| 116 |
+
"num_hidden_layers": 27,
|
| 117 |
+
"patch_size": 14,
|
| 118 |
+
"vision_use_head": false
|
| 119 |
+
}
|
| 120 |
+
}
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mergekit_config.yml
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base_model: google/gemma-3-12b-it
|
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dtype: bfloat16
|
| 3 |
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merge_method: slerp
|
| 4 |
+
parameters:
|
| 5 |
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t:
|
| 6 |
+
- filter: vision_tower
|
| 7 |
+
value: 0
|
| 8 |
+
- filter: multi_modal_projector
|
| 9 |
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value: 0
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| 10 |
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- value: 0.5
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| 11 |
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models:
|
| 12 |
+
- model: google/gemma-3-12b-it
|
| 13 |
+
- model: google/translategemma-12b-it
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model-00001-of-00005.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:7f3e18123fa0b54a16ae974b93b03081bbdd13fa7822fa69cd363e2387568147
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size 4939493432
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version https://git-lfs.github.com/spec/v1
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oid sha256:806c02c2f374018fe2bc88d44910c4d8ac9b4710836ae7aa479c595d4c27e195
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size 4931296656
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model-00003-of-00005.safetensors
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version https://git-lfs.github.com/spec/v1
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size 4931296656
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model-00004-of-00005.safetensors
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:e7e97639bac28d3dbddea3781d595c42996869fc4110c930cd0e515857a72a07
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| 3 |
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size 4931296656
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model-00005-of-00005.safetensors
ADDED
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version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:9009d97341ee98d41cbb63e04a654fe5ea2f634daf39a0a4cb9725143dfac7c4
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| 3 |
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size 4641409680
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model.safetensors.index.json
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preprocessor_config.json
ADDED
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{
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| 2 |
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"do_convert_rgb": null,
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| 3 |
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"do_normalize": true,
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| 4 |
+
"do_pan_and_scan": null,
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| 5 |
+
"do_rescale": true,
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| 6 |
+
"do_resize": true,
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| 7 |
+
"image_mean": [
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| 8 |
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0.5,
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| 9 |
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0.5,
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| 10 |
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0.5
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| 11 |
+
],
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| 12 |
+
"image_processor_type": "Gemma3ImageProcessor",
|
| 13 |
+
"image_seq_length": 256,
|
| 14 |
+
"image_std": [
|
| 15 |
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0.5,
|
| 16 |
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0.5,
|
| 17 |
+
0.5
|
| 18 |
+
],
|
| 19 |
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"pan_and_scan_max_num_crops": null,
|
| 20 |
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"pan_and_scan_min_crop_size": null,
|
| 21 |
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"pan_and_scan_min_ratio_to_activate": null,
|
| 22 |
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"processor_class": "Gemma3Processor",
|
| 23 |
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"resample": 2,
|
| 24 |
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"rescale_factor": 0.00392156862745098,
|
| 25 |
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"size": {
|
| 26 |
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"height": 896,
|
| 27 |
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"width": 896
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| 28 |
+
}
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| 29 |
+
}
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processor_config.json
ADDED
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{
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| 2 |
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"image_seq_length": 256,
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| 3 |
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"processor_class": "Gemma3Processor"
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| 4 |
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}
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special_tokens_map.json
ADDED
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@@ -0,0 +1,33 @@
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| 1 |
+
{
|
| 2 |
+
"boi_token": "<start_of_image>",
|
| 3 |
+
"bos_token": {
|
| 4 |
+
"content": "<bos>",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false
|
| 9 |
+
},
|
| 10 |
+
"eoi_token": "<end_of_image>",
|
| 11 |
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"eos_token": {
|
| 12 |
+
"content": "<eos>",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false
|
| 17 |
+
},
|
| 18 |
+
"image_token": "<image_soft_token>",
|
| 19 |
+
"pad_token": {
|
| 20 |
+
"content": "<pad>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false
|
| 25 |
+
},
|
| 26 |
+
"unk_token": {
|
| 27 |
+
"content": "<unk>",
|
| 28 |
+
"lstrip": false,
|
| 29 |
+
"normalized": false,
|
| 30 |
+
"rstrip": false,
|
| 31 |
+
"single_word": false
|
| 32 |
+
}
|
| 33 |
+
}
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tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4667f2089529e8e7657cfb6d1c19910ae71ff5f28aa7ab2ff2763330affad795
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| 3 |
+
size 33384568
|
tokenizer.model
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1299c11d7cf632ef3b4e11937501358ada021bbdf7c47638d13c0ee982f2e79c
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| 3 |
+
size 4689074
|
tokenizer_config.json
ADDED
|
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