llama : add Jina Embeddings architecture (#6826)
* feat: first things to do * feat: create tensors for Jina architecture * fix: use other tensors * feat: embedding gets results * fix: fix usage of ALIBI * fix: clean prints * fix: do some cleanup unused vars * fix: revert changes to Makefile and CMakeLists * fix: revert some changes * fix: fix small detail * fix: fix convert formatting * fix: fix linting and editor * feat: set proper vocab settings * fix: JinaBertForMaskedLM registration * feat: support q_normalization and k_normalization in Jina arch * feat: handle gpt2 tokenizer with Jina architecture * feat: example comments in embedding * feat: rename Jina Bert to Jina Bert V2 * fix: add some changes as per review * feat: proper KQ_pos for Jina embeddings * feat: add capacity to load models ES and DE for Spanish * llama : fix pre-tokenizers * ggml : full ALiBi support * ggml : update ggml_soft_max_ext() CUDA, SYCL * ggml : ggml_flash_attn_ext() support ALiBi (CPU) * ggml : ggml_flash_attn_ext() support ALiBi (Metal) * ggml : fix warning * ggml : ggml_flash_attn_ext() support ALiBi (CUDA) ggml-ci * minor : clean-up * embedding : add warning about missing SEP --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
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6 changed files with 236 additions and 41 deletions
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@ -243,6 +243,7 @@ class TensorNameMap:
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"model.layers.{bid}.feed_forward.w3", # internlm2
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"encoder.layers.{bid}.mlp.fc11", # nomic-bert
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"model.layers.{bid}.mlp.c_fc", # starcoder2
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"encoder.layer.{bid}.mlp.gated_layers_v", # jina-bert-v2
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),
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MODEL_TENSOR.FFN_UP_EXP: (
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@ -269,6 +270,7 @@ class TensorNameMap:
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"model.layers.layers.{bid}.mlp.gate_proj", # plamo
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"model.layers.{bid}.feed_forward.w1", # internlm2
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"encoder.layers.{bid}.mlp.fc12", # nomic-bert
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"encoder.layer.{bid}.mlp.gated_layers_w", # jina-bert-v2
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"transformer.h.{bid}.mlp.linear_1", # refact
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),
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@ -303,6 +305,7 @@ class TensorNameMap:
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"model.layers.{bid}.feed_forward.w2", # internlm2
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"encoder.layers.{bid}.mlp.fc2", # nomic-bert
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"model.layers.{bid}.mlp.c_proj", # starcoder2
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"encoder.layer.{bid}.mlp.wo", # jina-bert-v2
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),
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MODEL_TENSOR.FFN_DOWN_EXP: (
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@ -321,6 +324,7 @@ class TensorNameMap:
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"model.layers.{bid}.self_attn.q_layernorm", # persimmon
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"model.layers.{bid}.self_attn.q_norm", # cohere
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"transformer.blocks.{bid}.attn.q_ln", # sea-lion
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"encoder.layer.{bid}.attention.self.layer_norm_q" # jina-bert-v2
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),
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MODEL_TENSOR.ATTN_K_NORM: (
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@ -328,6 +332,7 @@ class TensorNameMap:
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"model.layers.{bid}.self_attn.k_layernorm", # persimmon
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"model.layers.{bid}.self_attn.k_norm", # cohere
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"transformer.blocks.{bid}.attn.k_ln", # sea-lion
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"encoder.layer.{bid}.attention.self.layer_norm_k" # jina-bert-v2
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),
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MODEL_TENSOR.ROPE_FREQS: (
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@ -338,6 +343,7 @@ class TensorNameMap:
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"encoder.layer.{bid}.output.LayerNorm", # bert
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"encoder.layers.{bid}.norm2", # nomic-bert
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"transformer.decoder_layer.{bid}.rms_norm_3", # Grok
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"encoder.layer.{bid}.mlp.layernorm", # jina-bert-v2
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),
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MODEL_TENSOR.SSM_IN: (
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