Daniel Hiltgen 424810450f Move quantization to new backend (#10363) ...

* Move quantization logic to GGML via new backend

This moves the model aware logic to Go code and calls GGMLs quantization code for model creation.

* Remove "add model quantizations"

This is no longer needed now that quantization is implemented in Go+GGML code directly.

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..

llama-adapter.cpp

llama: update to commit 71e90e88 (#10192)

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llama-adapter.h

llama: update to commit 71e90e88 (#10192)

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llama-arch.cpp

Move quantization to new backend (#10363)

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llama-arch.h

Move quantization to new backend (#10363)

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llama-batch.cpp

next build (#8539)

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llama-batch.h

llama: update to commit 71e90e88 (#10192)

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llama-chat.cpp

llama: update to commit e1e8e099 (#10513)

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llama-chat.h

llama: update to commit e1e8e099 (#10513)

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llama-context.cpp

llama: update to commit e1e8e099 (#10513)

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llama-context.h

llama: update to commit e1e8e099 (#10513)

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llama-cparams.cpp

next build (#8539)

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llama-cparams.h

llama: update to commit 71e90e88 (#10192)

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llama-grammar.cpp

llama: remove model loading for grammar (#10096)

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llama-grammar.h

llama: remove model loading for grammar (#10096)

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llama-graph.cpp

llama: update to commit e1e8e099 (#10513)

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llama-graph.h

llama: update to commit e1e8e099 (#10513)

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llama-hparams.cpp

llama: update to commit 71e90e88 (#10192)

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llama-hparams.h

llama: update to commit e1e8e099 (#10513)

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llama-impl.cpp

llama: update llama.cpp vendor code to commit d7cfe1ff (#9356)

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llama-impl.h

llama: update llama.cpp vendor code to commit d7cfe1ff (#9356)

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llama-io.cpp

llama: update to commit 71e90e88 (#10192)

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llama-io.h

llama: update to commit 71e90e88 (#10192)

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llama-kv-cache.cpp

llama: update to commit 2016f07b (#10352)

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llama-kv-cache.h

llama: update to commit 71e90e88 (#10192)

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llama-memory.cpp

llama: update to commit 71e90e88 (#10192)

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llama-memory.h

llama: update to commit 71e90e88 (#10192)

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llama-mmap.cpp

llama: update to commit 71e90e88 (#10192)

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llama-mmap.h

llama: update llama.cpp vendor code to commit d7cfe1ff (#9356)

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llama-model-loader.cpp

llama: update to commit 71e90e88 (#10192)

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llama-model-loader.h

llama: update to commit 71e90e88 (#10192)

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llama-model.cpp

Move quantization to new backend (#10363)

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llama-model.h

llama: update to commit e1e8e099 (#10513)

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llama-quant.cpp

Move quantization to new backend (#10363)

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llama-quant.h

next build (#8539)

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llama-sampling.cpp

llama: update to commit e1e8e099 (#10513)

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llama-sampling.h

llama: update llama.cpp vendor code to commit d7cfe1ff (#9356)

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llama-vocab.cpp

llama: update to commit e1e8e099 (#10513)

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llama-vocab.h

llama: update llama.cpp vendor code to commit d7cfe1ff (#9356)

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llama.cpp

llama: update to commit 71e90e88 (#10192)

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llama.go

Revert "cgo: use O3"

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unicode-data.cpp

next build (#8539)

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unicode-data.h

next build (#8539)

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unicode.cpp

llama: update to commit 71e90e88 (#10192)

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unicode.h

next build (#8539)

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