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Browse files- .gitattributes +1 -0
- README.md +37 -0
- config.json +56 -0
- model.safetensors +3 -0
- text_encoder_weights.bin +3 -0
- tokenizer.json +3 -0
- tokenizer_config.json +26 -0
.gitattributes
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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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base_model: google/t5gemma-2-270m-270m
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license: gemma
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tags:
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- gemma2
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- encoder-only
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- text-encoder
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- embeddings
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- bidirectional
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---
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# T5Gemma-2-270m — Text Encoder Only (Bidirectional)
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Text encoder extracted from [google/t5gemma-2-270m-270m](https://huggingface.co/google/t5gemma-2-270m-270m),
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saved as standard `Gemma2Model` with **bidirectional attention** (`is_decoder=False`).
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> Gemma is provided under and subject to the Gemma Terms of Use found at https://ai.google.dev/gemma/terms
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## Architecture
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- 18 layers, hidden_size=640, heads=4
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- Sliding window attention (512) + full attention every 6 layers
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- Bidirectional (no causal mask)
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- Parameters: 268M
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## Usage
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```python
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from transformers import AutoModel, AutoTokenizer
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model = AutoModel.from_pretrained("knowledgator/t5gemma-2-text-encoder-270m")
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tokenizer = AutoTokenizer.from_pretrained("knowledgator/t5gemma-2-text-encoder-270m")
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inputs = tokenizer("Your text here", return_tensors="pt", padding=True, truncation=True)
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outputs = model(**inputs)
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token_embeddings = outputs.last_hidden_state # (batch, seq_len, 640)
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pooled = outputs.last_hidden_state.mean(1) # mean pooling -> (batch, 640)
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```
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config.json
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{
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"architectures": [
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"Gemma2Model"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"attn_logit_softcapping": null,
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"bos_token_id": 2,
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"dtype": "float32",
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"eos_token_id": 1,
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"final_logit_softcapping": null,
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"head_dim": 256,
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"hidden_activation": "gelu_pytorch_tanh",
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"hidden_size": 640,
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"initializer_range": 0.02,
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"intermediate_size": 2048,
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"is_decoder": false,
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"layer_types": [
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"full_attention"
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],
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"max_position_embeddings": 32768,
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"model_type": "gemma2",
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"num_attention_heads": 4,
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"num_hidden_layers": 18,
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"num_key_value_heads": 1,
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"pad_token_id": 0,
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"query_pre_attn_scalar": 256,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 10000,
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"rope_type": "default"
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},
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"sliding_window": 512,
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"tie_word_embeddings": true,
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"transformers_version": "5.3.0.dev0",
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"use_bidirectional_attention": null,
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"use_cache": true,
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"vocab_size": 262144
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:36e3f29bb9c10785f51d6ba285c58ebd8aba6434e1741ca96d37cbe45b70b7d9
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size 1072377272
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text_encoder_weights.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:eb5f372cb57300ba2f3b0f19291b36e3f54b6eaa5d8236418e3f5ce29d56edd8
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size 536291708
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:f5b325224482ec441ec5fbe2a5ac08c3758e0f9605f6e54368e31f736fcfb01d
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size 33384387
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tokenizer_config.json
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{
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"backend": "tokenizers",
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"boi_token": "<start_of_image>",
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"bos_token": "<bos>",
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"clean_up_tokenization_spaces": false,
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"eoi_token": "<end_of_image>",
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"eos_token": "<eos>",
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"extra_special_tokens": [],
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"image_token": "<image_soft_token>",
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"is_local": false,
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"mask_token": "<mask>",
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"model_max_length": 1000000000000000019884624838656,
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"model_specific_special_tokens": {
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"boi_token": "<start_of_image>",
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"eoi_token": "<end_of_image>",
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"image_token": "<image_soft_token>"
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},
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"pad_token": "<pad>",
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"padding_side": "right",
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"processor_class": "Gemma3Processor",
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"sp_model_kwargs": null,
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"spaces_between_special_tokens": false,
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"tokenizer_class": "GemmaTokenizer",
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"unk_token": "<unk>",
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"use_default_system_prompt": false
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}
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