Package: Rllm
Title: Native Quantized Matrix Products and LLM Inference over
        'Rfmalloc' Tensors
Version: 0.1.0
Authors@R: 
    person(given = "Sounkou Mahamane", family = "Toure",
           email = "sounkoutoure@gmail.com", role = c("aut", "cre"))
Description: The composition layer of the 'Rfmalloc' ecosystem: it
        registers 'Rggml' (a vendored 'GGML' build with
        runtime-SIMD-dispatched quantized kernels) as a codec-aware
        matrix-multiply backend for 'Rfmalloc', so that products of
        file-backed, quantized tensors run natively in quantized space
        (weights stay 'Q4_K'/'Q6_K'/... encoded, activations are
        quantized on the fly) instead of being decoded to double first.
        Combined with 'Rgguf', which exposes 'GGUF' model weights as
        borrowed typed spans, this lets a larger-than-memory model's
        linear layers be multiplied through 'GGML's SIMD-accelerated
        dot kernels zero-copy from the original model mapping. Typed
        semantic programs written through an R module-and-pipe
        architecture language describe llama, Qwen3.5, LFM2MoE,
        EmbeddingGemma, ESM-2, Evo 2 and Tiny Recursive Models. Bound
        programs join those serializable graphs to mapped parameter
        storage. Implemented lowerings provide persistent state, pooled
        embeddings, byte-level generation, and CPU or optional CUDA
        execution; a reference interpreter executes the same dataflow
        through explicit R operator tables and structured recurrence.
License: GPL (>= 2)
Encoding: UTF-8
Imports: Rfmalloc, Rgguf, Rggml, stats
LinkingTo: Rfmalloc, Rggml
Suggests: tinytest
Remotes: Rfmalloc=sounkou-bioinfo/Rfmalloc/packages/Rfmalloc,
        Rgguf=sounkou-bioinfo/Rfmalloc/packages/Rgguf,
        Rggml=sounkou-bioinfo/Rfmalloc/packages/Rggml
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.3.3
Depends: R (>= 4.4.0)
URL: https://github.com/sounkou-bioinfo/Rfmalloc,
        https://sounkou-bioinfo.github.io/Rfmalloc/Rllm/
BugReports: https://github.com/sounkou-bioinfo/Rfmalloc/issues
Config/pak/sysreqs: make
Repository: https://rgenomicsetl.r-universe.dev
Date/Publication: 2026-07-18 21:34:09 UTC
RemoteUrl: https://github.com/RGenomicsETL/Rfmalloc
RemoteRef: HEAD
RemoteSha: 6e05ad03613e89cab2f8bf8eb3a49d553d5a3bed
RemoteSubdir: packages/Rllm
NeedsCompilation: yes
Packaged: 2026-07-21 19:31:02 UTC; root
Author: Sounkou Mahamane Toure [aut, cre]
Maintainer: Sounkou Mahamane Toure <sounkoutoure@gmail.com>