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HF NeoX Support

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Henk 2022-06-22 01:46:40 +02:00
parent f1d0a327f8 5f9a116052
commit d4e18360f0
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{
"mtj_compat": "neox",
"mtj_pe": "neox_rotary",
"mtj_config_map": {
"pe_rotary_pct": ["rotary_pct", 0.25],
"d_model": "hidden_size",
"n_heads": "num_attention_heads",
"layers": "num_hidden_layers"
},
"static_weights": {
"gpt_neox.embed_in.weight": {"mtj": {"module": "embedding_shard/~/linear", "param": "w", "transforms": ["no_transpose", "vocab_pad"]}},
"gpt_neox.final_layer_norm.weight": {"mtj": {"module": "projection_shard/~/replicated_layer_norm", "param": "scale"}},
"gpt_neox.final_layer_norm.bias": {"mtj": {"module": "projection_shard/~/replicated_layer_norm", "param": "offset"}},
"embed_out.weight": {"mtj": {"module": "projection_shard/~/linear", "param": "w", "transforms": ["vocab_pad"]}}
},
"layer_weights": {
"gpt_neox.layers.{layer}.attention.bias": {},
"gpt_neox.layers.{layer}.attention.masked_bias": {},
"gpt_neox.layers.{layer}.attention.rotary_emb.inv_freq": {},
"gpt_neox.layers.{layer}.attention.query_key_value.weight": {"mtj": {"module": "layer_{layer}/~/combined_qkv", "param": "w"}},
"gpt_neox.layers.{layer}.attention.query_key_value.bias": {"mtj": {"module": "layer_{layer}/~/combined_qkv", "param": "b"}},
"gpt_neox.layers.{layer}.attention.dense.weight": {"mtj": {"module": "layer_{layer}/~/linear_3", "param": "w"}},
"gpt_neox.layers.{layer}.attention.dense.bias": {"mtj": {"module": "layer_{layer}/~/linear_3", "param": "b", "transforms": ["divide_by_shards"]}},
"gpt_neox.layers.{layer}.mlp.dense_h_to_4h.weight": {"mtj": {"module": "layer_{layer}/~/linear_4", "param": "w"}},
"gpt_neox.layers.{layer}.mlp.dense_h_to_4h.bias": {"mtj": {"module": "layer_{layer}/~/linear_4", "param": "b"}},
"gpt_neox.layers.{layer}.mlp.dense_4h_to_h.weight": {"mtj": {"module": "layer_{layer}/~/linear_5", "param": "w"}},
"gpt_neox.layers.{layer}.mlp.dense_4h_to_h.bias": {"mtj": {"module": "layer_{layer}/~/linear_5", "param": "b", "transforms": ["divide_by_shards"]}},
"gpt_neox.layers.{layer}.input_layernorm.weight": {"mtj": {"module": "layer_{layer}/~/replicated_layer_norm", "param": "scale"}},
"gpt_neox.layers.{layer}.input_layernorm.bias": {"mtj": {"module": "layer_{layer}/~/replicated_layer_norm", "param": "offset"}},
"gpt_neox.layers.{layer}.post_attention_layernorm.weight": {"mtj": {"module": "layer_{layer}/~/replicated_layer_norm_1", "param": "scale"}},
"gpt_neox.layers.{layer}.post_attention_layernorm.bias": {"mtj": {"module": "layer_{layer}/~/replicated_layer_norm_1", "param": "offset"}}
}
}