Upload folder using huggingface_hub
Browse files- .gitattributes +1 -0
- README.md +44 -0
- added_tokens.json +3 -0
- config.json +60 -0
- config_sentence_transformers.json +26 -0
- generation_config.json +7 -0
- model.safetensors +3 -0
- model.safetensors.index.json +323 -0
- modules.json +32 -0
- sentence_bert_config.json +4 -0
- special_tokens_map.json +33 -0
- tokenizer.json +3 -0
- tokenizer.model +3 -0
- tokenizer_config.json +0 -0
.gitattributes
CHANGED
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@@ -33,3 +33,4 @@ saved_model/**/* 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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*.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
ADDED
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@@ -0,0 +1,44 @@
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---
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+
license: gemma
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pipeline_tag: sentence-similarity
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library_name: sentence-transformers
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tags:
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- sentence-transformers
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- sentence-similarity
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| 8 |
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- feature-extraction
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| 9 |
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- mlx
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| 10 |
+
extra_gated_heading: Access EmbeddingGemma on Hugging Face
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| 11 |
+
extra_gated_prompt: To access EmbeddingGemma on Hugging Face, you’re required to review
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| 12 |
+
and agree to Google’s usage license. To do this, please ensure you’re logged in
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| 13 |
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to Hugging Face and click below. Requests are processed immediately.
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extra_gated_button_content: Acknowledge license
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| 15 |
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---
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# mlx-community/embeddinggemma-300m-qat-q8_0-unquantized-bf16
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The Model [mlx-community/embeddinggemma-300m-qat-q8_0-unquantized-bf16](https://huggingface.co/mlx-community/embeddinggemma-300m-qat-q8_0-unquantized-bf16) was converted to MLX format from [google/embeddinggemma-300m-qat-q8_0-unquantized](https://huggingface.co/google/embeddinggemma-300m-qat-q8_0-unquantized) using mlx-lm version **0.0.4**.
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## Use with mlx
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```bash
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pip install mlx-embeddings
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```
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```python
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from mlx_embeddings import load, generate
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import mlx.core as mx
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model, tokenizer = load("mlx-community/embeddinggemma-300m-qat-q8_0-unquantized-bf16")
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# For text embeddings
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output = generate(model, processor, texts=["I like grapes", "I like fruits"])
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embeddings = output.text_embeds # Normalized embeddings
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# Compute dot product between normalized embeddings
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| 38 |
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similarity_matrix = mx.matmul(embeddings, embeddings.T)
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print("Similarity matrix between texts:")
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print(similarity_matrix)
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```
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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
ADDED
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{
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"_sliding_window_pattern": 6,
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"architectures": [
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"Gemma3TextModel"
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],
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"attention_bias": false,
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| 7 |
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"attention_dropout": 0.0,
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| 8 |
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"attn_logit_softcapping": null,
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| 9 |
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"bos_token_id": 2,
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| 10 |
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"dtype": "float32",
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| 11 |
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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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| 14 |
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"hidden_activation": "gelu_pytorch_tanh",
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| 15 |
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"hidden_size": 768,
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| 16 |
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"initializer_range": 0.02,
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| 17 |
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"intermediate_size": 1152,
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| 18 |
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"layer_types": [
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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| 28 |
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"sliding_attention",
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| 29 |
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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| 35 |
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"sliding_attention",
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| 36 |
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"full_attention",
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| 37 |
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"sliding_attention",
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"sliding_attention",
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| 39 |
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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"full_attention"
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],
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| 44 |
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"max_position_embeddings": 2048,
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| 45 |
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"model_type": "gemma3_text",
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| 46 |
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"num_attention_heads": 3,
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| 47 |
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"num_hidden_layers": 24,
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| 48 |
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"num_key_value_heads": 1,
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| 49 |
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"pad_token_id": 0,
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| 50 |
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"query_pre_attn_scalar": 256,
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| 51 |
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"rms_norm_eps": 1e-06,
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| 52 |
+
"rope_local_base_freq": 10000.0,
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| 53 |
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"rope_scaling": null,
|
| 54 |
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"rope_theta": 1000000.0,
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| 55 |
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"sliding_window": 512,
|
| 56 |
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"transformers_version": "4.57.0.dev0",
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| 57 |
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"use_bidirectional_attention": true,
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| 58 |
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"use_cache": true,
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| 59 |
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"vocab_size": 262144
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}
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config_sentence_transformers.json
ADDED
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@@ -0,0 +1,26 @@
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{
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"model_type": "SentenceTransformer",
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"__version__": {
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| 4 |
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"sentence_transformers": "5.1.0",
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| 5 |
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"transformers": "4.57.0.dev0",
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| 6 |
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"pytorch": "2.8.0+cu128"
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| 7 |
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},
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| 8 |
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"prompts": {
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| 9 |
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"query": "task: search result | query: ",
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| 10 |
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"document": "title: none | text: ",
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| 11 |
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"BitextMining": "task: search result | query: ",
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| 12 |
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"Clustering": "task: clustering | query: ",
|
| 13 |
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"Classification": "task: classification | query: ",
|
| 14 |
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"InstructionRetrieval": "task: code retrieval | query: ",
|
| 15 |
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"MultilabelClassification": "task: classification | query: ",
|
| 16 |
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"PairClassification": "task: sentence similarity | query: ",
|
| 17 |
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"Reranking": "task: search result | query: ",
|
| 18 |
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"Retrieval": "task: search result | query: ",
|
| 19 |
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"Retrieval-query": "task: search result | query: ",
|
| 20 |
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"Retrieval-document": "title: none | text: ",
|
| 21 |
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"STS": "task: sentence similarity | query: ",
|
| 22 |
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"Summarization": "task: summarization | query: "
|
| 23 |
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},
|
| 24 |
+
"default_prompt_name": null,
|
| 25 |
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"similarity_fn_name": "cosine"
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| 26 |
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}
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generation_config.json
ADDED
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{
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"cache_implementation": "hybrid",
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"do_sample": true,
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| 4 |
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"top_k": 64,
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| 5 |
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"top_p": 0.95,
|
| 6 |
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"transformers_version": "4.57.0.dev0"
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| 7 |
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}
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model.safetensors
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:c2384d74f0c663a529cbc62eea05829a9abf04d9de693c470723998588de81c4
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| 3 |
+
size 615198460
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model.safetensors.index.json
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| 1 |
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{
|
| 2 |
+
"metadata": {
|
| 3 |
+
"total_size": 615163392
|
| 4 |
+
},
|
| 5 |
+
"weight_map": {
|
| 6 |
+
"dense.0.weight": "model.safetensors",
|
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modules.json
ADDED
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@@ -0,0 +1,32 @@
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|
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|
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|
|
|
|
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|
| 1 |
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[
|
| 2 |
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{
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| 3 |
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"idx": 0,
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| 4 |
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| 5 |
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"path": "",
|
| 6 |
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|
| 7 |
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},
|
| 8 |
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{
|
| 9 |
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"idx": 1,
|
| 10 |
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"name": "1",
|
| 11 |
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"path": "1_Pooling",
|
| 12 |
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"type": "sentence_transformers.models.Pooling"
|
| 13 |
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},
|
| 14 |
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{
|
| 15 |
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"idx": 2,
|
| 16 |
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"name": "2",
|
| 17 |
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"path": "2_Dense",
|
| 18 |
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"type": "sentence_transformers.models.Dense"
|
| 19 |
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},
|
| 20 |
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{
|
| 21 |
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"idx": 3,
|
| 22 |
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"name": "3",
|
| 23 |
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"path": "3_Dense",
|
| 24 |
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"type": "sentence_transformers.models.Dense"
|
| 25 |
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},
|
| 26 |
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{
|
| 27 |
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"idx": 4,
|
| 28 |
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"name": "4",
|
| 29 |
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"path": "4_Normalize",
|
| 30 |
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"type": "sentence_transformers.models.Normalize"
|
| 31 |
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}
|
| 32 |
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sentence_bert_config.json
ADDED
|
@@ -0,0 +1,4 @@
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|
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|
| 1 |
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{
|
| 2 |
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"max_seq_length": 2048,
|
| 3 |
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"do_lower_case": false
|
| 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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|
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|
|
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|
|
| 1 |
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{
|
| 2 |
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"boi_token": "<start_of_image>",
|
| 3 |
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"bos_token": {
|
| 4 |
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"content": "<bos>",
|
| 5 |
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"lstrip": false,
|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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},
|
| 10 |
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"eoi_token": "<end_of_image>",
|
| 11 |
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"eos_token": {
|
| 12 |
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"content": "<eos>",
|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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},
|
| 18 |
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"image_token": "<image_soft_token>",
|
| 19 |
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"pad_token": {
|
| 20 |
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"content": "<pad>",
|
| 21 |
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"lstrip": false,
|
| 22 |
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"normalized": false,
|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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"unk_token": {
|
| 27 |
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|
| 28 |
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|
| 29 |
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"normalized": false,
|
| 30 |
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"rstrip": false,
|
| 31 |
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"single_word": false
|
| 32 |
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}
|
| 33 |
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tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
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|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:6852f8d561078cc0cebe70ca03c5bfdd0d60a45f9d2e0e1e4cc05b68e9ec329e
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size 33385008
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tokenizer.model
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:1299c11d7cf632ef3b4e11937501358ada021bbdf7c47638d13c0ee982f2e79c
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tokenizer_config.json
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