Iwan Kawrakow a4f1ac8da4 iq2_kt: quantize / dequantize ...

I now see that I was comparing apples to oranges:
iq2_xxs was using a weight of sigma^2/4 + x^2, while
the Trellis approach wasn't (weight = 1). Once I use the same weight,
iq2_kt is actually slightly worse than iq2_xxs in terms
of rmse, so does not look promising at this point.
Also, once each group of 8 Trellis values no longer has a
constant sum(q^2) that we can precompute, quantization
becomes significantly slower (476 seconds for LLaMA-3.1-8B).

2024-11-21 08:16:40 +02:00

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baby-llama

Merge mainline - Aug 12 2024 (#17)

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batched

Merge mainline llama.cpp (#3)

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batched-bench

Merge mainline - Aug 12 2024 (#17)

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batched.swift

Merge mainline llama.cpp (#3)

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benchmark

build: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809)

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convert-llama2c-to-ggml

build: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809)

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cvector-generator

Merge mainline - Aug 12 2024 (#17)

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deprecation-warning

Merge mainline llama.cpp (#3)

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embedding

Merge mainline - Aug 12 2024 (#17)

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eval-callback

Merge mainline - Aug 12 2024 (#17)

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export-lora

Merge mainline - Aug 12 2024 (#17)

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gbnf-validator

Merge mainline llama.cpp (#3)

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gguf

Merge mainline llama.cpp (#3)

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gguf-hash

Merge mainline llama.cpp (#3)

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gguf-split

build: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809)

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gritlm

llama : allow pooled embeddings on any model (#7477)

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imatrix

Merge mainline - Aug 12 2024 (#17)

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infill

Merge mainline - Aug 12 2024 (#17)

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jeopardy

build: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809)

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llama-bench

Adding Q6_0 (#77)

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llama.android

Merge mainline llama.cpp (#3)

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llama.swiftui

Merge mainline llama.cpp (#3)

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llava

Merge mainline - Aug 12 2024 (#17)

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lookahead

Merge mainline - Aug 12 2024 (#17)

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lookup

Merge mainline - Aug 12 2024 (#17)

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main

Merge mainline - Aug 12 2024 (#17)

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main-cmake-pkg

Merge mainline llama.cpp (#3)

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parallel

Merge mainline - Aug 12 2024 (#17)

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passkey

Merge mainline llama.cpp (#3)

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perplexity

Merge mainline - Aug 12 2024 (#17)

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quantize

Bitnet changes (#106)

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quantize-stats

iq2_kt: quantize / dequantize

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retrieval

Merge mainline - Aug 12 2024 (#17)

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rpc

Merge mainline - Aug 12 2024 (#17)

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save-load-state

Merge mainline - Aug 12 2024 (#17)

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server

Merge mainline - Aug 12 2024 (#17)

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simple

Merge mainline - Aug 12 2024 (#17)

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speculative

Merge mainline - Aug 12 2024 (#17)

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sycl

Merge mainline - Aug 12 2024 (#17)

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tokenize

Merge mainline - Aug 12 2024 (#17)

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base-translate.sh

build: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809)

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chat-13B.bat

Create chat-13B.bat (#592)

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chat-13B.sh

build: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809)

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chat-persistent.sh

build: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809)

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chat-vicuna.sh

build: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809)

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chat.sh

build: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809)

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CMakeLists.txt

Merge mainline llama.cpp (#3)

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convert_legacy_llama.py

Merge mainline llama.cpp (#3)

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json_schema_pydantic_example.py

Merge mainline llama.cpp (#3)

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json_schema_to_grammar.py

Merge mainline llama.cpp (#3)

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llama.vim

llama.vim : added api key support (#5090)

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llm.vim

llm.vim : stop generation at multiple linebreaks, bind to <F2> (#2879)

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Miku.sh

build: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809)

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pydantic_models_to_grammar_examples.py

Merge mainline llama.cpp (#3)

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pydantic_models_to_grammar.py

Merge mainline llama.cpp (#3)

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reason-act.sh

build: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809)

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regex_to_grammar.py

Merge mainline llama.cpp (#3)

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server_embd.py

Merge mainline llama.cpp (#3)

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server-llama2-13B.sh

build: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809)

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ts-type-to-grammar.sh

JSON schema conversion: ⚡️ faster repetitions, min/maxLength for strings, cap number length (#6555)

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