Add custom nodes, Civitai loras (LFS), and vast.ai setup script
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Includes 30 custom nodes committed directly, 7 Civitai-exclusive loras stored via Git LFS, and a setup script that installs all dependencies and downloads HuggingFace-hosted models on vast.ai. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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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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}
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