Text Classification
Transformers
Safetensors
German
llama
feature-extraction
reranker
cross-encoder
german
retrieval
rag
on-prem
text-embeddings-inference
Instructions to use keyvan-ai/Mankei-326M-Reranker with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use keyvan-ai/Mankei-326M-Reranker with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="keyvan-ai/Mankei-326M-Reranker")# Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("keyvan-ai/Mankei-326M-Reranker") model = AutoModel.from_pretrained("keyvan-ai/Mankei-326M-Reranker", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Reranker v3: 326M, listwise (8 Kandidaten, Hard-Negatives) - 92,8% Acc@1, schlaegt bge-reranker-v2-m3
Browse files- config.json +8 -22
- head.pt +2 -2
- model.safetensors +2 -2
- tokenizer.json +14 -2
config.json
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{
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"add_cross_attention": false,
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"architectures": [
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"LlamaModel"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 0,
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"cross_attention_hidden_size": null,
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"decoder_start_token_id": null,
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"dtype": "bfloat16",
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"eos_token_id": 1,
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"finetuning_task": null,
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"head_dim": 64,
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"hidden_act": "silu",
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"hidden_size":
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"initializer_range": 0.02,
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"intermediate_size":
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"
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"max_position_embeddings": 4096,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads":
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"num_hidden_layers":
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"num_key_value_heads":
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"pad_token_id": 1,
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"prefix": null,
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"pretraining_tp": 1,
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"pruned_heads": {},
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"rms_norm_eps": 1e-05,
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"rope_parameters": {
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"rope_theta":
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"rope_type": "default"
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},
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"sep_token_id": null,
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"task_specific_params": null,
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"tf_legacy_loss": false,
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"tie_encoder_decoder": false,
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"tie_word_embeddings": true,
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"tokenizer_class": null,
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"torchscript": false,
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"transformers_version": "5.15.0",
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"
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"use_cache": true,
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"vocab_size": 32768
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}
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{
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"architectures": [
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"LlamaModel"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 0,
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"dtype": "bfloat16",
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"eos_token_id": 1,
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"head_dim": 64,
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"hidden_act": "silu",
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"hidden_size": 960,
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"initializer_range": 0.02,
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"intermediate_size": 2560,
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"max_position_embeddings": 2048,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 15,
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"num_hidden_layers": 30,
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"num_key_value_heads": 5,
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"pad_token_id": 1,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_parameters": {
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"rope_theta": 100000.0,
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"rope_type": "default"
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},
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"tie_word_embeddings": true,
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"transformers_version": "5.15.0",
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"use_cache": false,
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"vocab_size": 32768
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}
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head.pt
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version https://git-lfs.github.com/spec/v1
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size 5645
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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version https://git-lfs.github.com/spec/v1
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size 652884656
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tokenizer.json
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{
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"version": "1.0",
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"truncation":
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"added_tokens": [
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"id": 0,
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{
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"version": "1.0",
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"truncation": {
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"direction": "Right",
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"max_length": 192,
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"strategy": "LongestFirst",
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"stride": 0
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},
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"padding": {
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"strategy": "BatchLongest",
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"direction": "Right",
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"pad_to_multiple_of": null,
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"pad_id": 1,
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"pad_type_id": 0,
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"pad_token": "<|end_of_text|>"
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},
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"added_tokens": [
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{
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"id": 0,
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