Dan Fu commited on
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1 Parent(s): 2fab855

Upload 2k embedding model

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Files changed (5) hide show
  1. README.md +12 -0
  2. config.json +4 -0
  3. config.yaml +38 -0
  4. model.bin +3 -0
  5. version.txt +1 -0
README.md CHANGED
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  ---
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  license: apache-2.0
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
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  ---
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  license: apache-2.0
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+ language:
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+ - en
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+ pipeline_tag: text-classification
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  ---
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+
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+ # Monarch Mixer-BERT
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+
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+ The 80M checkpoint for M2-BERT-base from the paper [Monarch Mixer: A Simple Sub-Quadratic GEMM-Based Architecture](https://arxiv.org/abs/2310.12109).
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+ This model has been pretrained with sequence length 2048, and it has been fine-tuned for retrieval.
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+
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+ This model was trained by Dan Fu, Jon Saad-Falcon, and Simran Arora.
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+
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+ Check out our [GitHub](https://github.com/HazyResearch/m2/tree/main) for instructions on how to download and fine-tune it!
config.json ADDED
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+ {
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+ "model_type": "m2_bert"
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+ }
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+
config.yaml ADDED
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+ # Note that some of the fields in this template haven't been filled in yet.
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+ # Please resolve any `null` fields before launching!
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+
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+ precision: amp_bf16
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+ max_seq_len: 2048
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+
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+ # Tokenizer for dataset creation
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+ tokenizer_name: bert-base-uncased
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+
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+ # Base model config
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+ model:
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+ name: bert
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+ pretrained_model_name: ${tokenizer_name}
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+ tokenizer_name: ${tokenizer_name}
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+ model_config:
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+ num_attention_heads: 12
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+ num_hidden_layers: 12
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+ attention_probs_dropout_prob: 0.0
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+ max_position_embeddings: 2048
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+
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+ monarch_mixer_sequence_mixing: True
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+ long_conv_l_max: 2048
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+ long_conv_kernel_learning_rate: 1e-3
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+ hyena_lr_pos_emb: 1e-5
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+ hyena_w: 10
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+ hyena_wd: 0.1
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+ hyena_emb_dim: 5
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+ hyena_filter_order: 128
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+ hyena_training_additions: False
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+
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+ bidirectional: true
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+ residual_long_conv: true
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+
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+ use_glu_mlp: True
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+ use_monarch_mlp: True
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+ monarch_mlp_nblocks: 4
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+ use_positional_encodings: True
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+
model.bin ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:fe02849e8cc607f15bab56019ae43d924fccd28f5738441cb56e14b862fe4d0f
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+ size 328564505
version.txt ADDED
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