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Create hl_configs.py

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  1. evaclip/hl_configs.py +57 -0
evaclip/hl_configs.py ADDED
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+ # HF architecture dict:
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+ arch_dict = {
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+ # https://huggingface.co/docs/transformers/model_doc/roberta#roberta
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+ "roberta": {
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+ "config_names": {
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+ "context_length": "max_position_embeddings",
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+ "vocab_size": "vocab_size",
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+ "width": "hidden_size",
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+ "heads": "num_attention_heads",
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+ "layers": "num_hidden_layers",
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+ "layer_attr": "layer",
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+ "token_embeddings_attr": "embeddings"
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+ },
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+ "pooler": "mean_pooler",
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+ },
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+ # https://huggingface.co/docs/transformers/model_doc/xlm-roberta#transformers.XLMRobertaConfig
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+ "xlm-roberta": {
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+ "config_names": {
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+ "context_length": "max_position_embeddings",
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+ "vocab_size": "vocab_size",
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+ "width": "hidden_size",
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+ "heads": "num_attention_heads",
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+ "layers": "num_hidden_layers",
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+ "layer_attr": "layer",
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+ "token_embeddings_attr": "embeddings"
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+ },
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+ "pooler": "mean_pooler",
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+ },
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+ # https://huggingface.co/docs/transformers/model_doc/mt5#mt5
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+ "mt5": {
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+ "config_names": {
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+ # unlimited seqlen
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+ # https://github.com/google-research/text-to-text-transfer-transformer/issues/273
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+ # https://github.com/huggingface/transformers/blob/v4.24.0/src/transformers/models/t5/modeling_t5.py#L374
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+ "context_length": "",
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+ "vocab_size": "vocab_size",
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+ "width": "d_model",
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+ "heads": "num_heads",
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+ "layers": "num_layers",
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+ "layer_attr": "block",
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+ "token_embeddings_attr": "embed_tokens"
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+ },
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+ "pooler": "mean_pooler",
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+ },
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+ "bert": {
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+ "config_names": {
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+ "context_length": "max_position_embeddings",
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+ "vocab_size": "vocab_size",
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+ "width": "hidden_size",
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+ "heads": "num_attention_heads",
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+ "layers": "num_hidden_layers",
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+ "layer_attr": "layer",
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+ "token_embeddings_attr": "embeddings"
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+ },
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+ "pooler": "mean_pooler",
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+ }
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+ }