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--- |
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license: mit |
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--- |
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|
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``` |
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PhiConfig { |
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"attention_dropout": 0.0, |
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"bos_token_id": 1, |
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"embd_pdrop": 0.0, |
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"eos_token_id": 2, |
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"hidden_act": "gelu_new", |
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"hidden_size": 8, |
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"initializer_range": 0.02, |
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"intermediate_size": 10, |
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"layer_norm_eps": 1e-05, |
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"max_position_embeddings": 2048, |
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"model_type": "phi", |
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"num_attention_heads": 4, |
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"num_hidden_layers": 6, |
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"num_key_value_heads": 2, |
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"partial_rotary_factor": 0.5, |
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"qk_layernorm": false, |
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"resid_pdrop": 0.0, |
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"rope_scaling": null, |
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"rope_theta": 10000.0, |
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"tie_word_embeddings": false, |
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"transformers_version": "4.38.2", |
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"use_cache": true, |
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"vocab_size": 51200 |
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} |
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``` |
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|
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``` |
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PhiForCausalLM( |
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(model): PhiModel( |
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(embed_tokens): Embedding(51200, 8) |
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(embed_dropout): Dropout(p=0.0, inplace=False) |
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(layers): ModuleList( |
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(0-5): 6 x PhiDecoderLayer( |
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(self_attn): PhiAttention( |
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(q_proj): Linear(in_features=8, out_features=8, bias=True) |
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(k_proj): Linear(in_features=8, out_features=4, bias=True) |
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(v_proj): Linear(in_features=8, out_features=4, bias=True) |
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(dense): Linear(in_features=8, out_features=8, bias=True) |
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(rotary_emb): PhiRotaryEmbedding() |
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) |
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(mlp): PhiMLP( |
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(activation_fn): NewGELUActivation() |
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(fc1): Linear(in_features=8, out_features=10, bias=True) |
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(fc2): Linear(in_features=10, out_features=8, bias=True) |
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) |
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(input_layernorm): LayerNorm((8,), eps=1e-05, elementwise_affine=True) |
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(resid_dropout): Dropout(p=0.0, inplace=False) |
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) |
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) |
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(final_layernorm): LayerNorm((8,), eps=1e-05, elementwise_affine=True) |
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) |
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(lm_head): Linear(in_features=8, out_features=51200, bias=True) |
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) |
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``` |
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|
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``` |
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=========================================================================== |
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Layer (type:depth-idx) Param # |
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=========================================================================== |
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PhiForCausalLM -- |
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├─PhiModel: 1-1 -- |
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│ └─Embedding: 2-1 409,600 |
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│ └─Dropout: 2-2 -- |
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│ └─ModuleList: 2-3 -- |
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│ │ └─PhiDecoderLayer: 3-1 410 |
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│ │ └─PhiDecoderLayer: 3-2 410 |
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│ │ └─PhiDecoderLayer: 3-3 410 |
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│ │ └─PhiDecoderLayer: 3-4 410 |
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│ │ └─PhiDecoderLayer: 3-5 410 |
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│ │ └─PhiDecoderLayer: 3-6 410 |
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│ └─LayerNorm: 2-4 16 |
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├─Linear: 1-2 460,800 |
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=========================================================================== |
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Total params: 872,876 |
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Trainable params: 872,876 |
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Non-trainable params: 0 |
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=========================================================================== |
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``` |
