Single-header LLM inference engine with KV cache compression (7× compression at fp32 parity)

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  • License: Apache-2.0
  • Author: quantumaikr
  • Tags llm , inference , quantization , kv-cache , compression , gguf , embedded , single-header
  • Requires: Python >=3.9
  • Provides-Extra: dev
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Project description

quantcpp

Python bindings for quant.cpp -- a minimal C inference engine for local LLMs with KV cache compression.

Installation

pip install quantcpp

Pre-built wheels are published for Linux (x86_64, aarch64), macOS (Intel + Apple Silicon), and Windows (x64). On other platforms pip falls back to the source distribution and compiles quant.h automatically using your system C compiler — no external dependencies.

From source (dev tree)

cd quant.cpp/bindings/python
pip install .          # build + install
pip install -e .       # editable / development install

To point at a pre-built library instead:

export QUANTCPP_LIB=/path/to/libquant.dylib
pip install .

Requirements

  • Python >= 3.8
  • A C compiler (cc, gcc, or clang)
  • The quant.cpp repository (for quant.h)

Usage

Quick start (auto-download)

from quantcpp import Model

m = Model.from_pretrained("Phi-3.5-mini")  # ~2.4 GB, downloaded once and cached
print(m.ask("What is 2+2?"))

from_pretrained accepts any name from quantcpp.available_models(). Phi-3.5-mini is the recommended default — 3.8B params with the smallest vocab (32K) in the registry, which makes the per-token lm_head matmul the fastest of any model we ship. Other ready-to-use names:

  • SmolLM2-1.7B — lightweight all-rounder (1.7 GB, vocab 49K)
  • Llama-3.2-1B — smallest download (750 MB) but slower at inference
  • SmolLM2-135M — 138 MB demo model, low quality
  • Qwen3.5-0.8B

You can also load any local GGUF file directly:

m = Model("model.gguf")
print(m.ask("What is 2+2?"))

Streaming generation

for token in m.generate("Once upon a time"):
    print(token, end="", flush=True)

Multi-turn chat with KV cache reuse

m = Model.from_pretrained("Phi-3.5-mini")
history = ""
while True:
    user = input("\nYou: ")
    history += f"<|user|>\n{user}<|end|>\n<|assistant|>\n"
    print("AI: ", end="", flush=True)
    reply = ""
    for tok in m.chat(history):
        print(tok, end="", flush=True)
        reply += tok
    history += reply + "<|end|>\n"

m.chat() reuses the KV cache across turns — turn N's prefill cost is O(new tokens), not O(history). Catch quantcpp.ChatContextOverflow if the conversation exceeds the model's context window.

Context manager

with Model.from_pretrained("Phi-3.5-mini") as m:
    print(m.ask("Explain gravity in one sentence"))

Configuration

m = Model(
    "model.gguf",
    temperature=0.5,      # Lower = more deterministic
    top_p=0.9,            # Nucleus sampling
    max_tokens=512,       # Max tokens per generation
    n_threads=8,          # CPU threads
    kv_compress=2,        # 0=off, 1=4-bit K+V, 2=delta+3-bit
)

Convenience loader

from quantcpp import load

m = load("model.gguf", kv_compress=2)
print(m.ask("Hello!"))

API Reference

Model(path, *, temperature=0.7, top_p=0.9, max_tokens=256, n_threads=4, kv_compress=1)

Load a GGUF model file and create an inference context.

  • path -- Path to a .gguf model file.
  • temperature -- Sampling temperature (0.0 = greedy).
  • top_p -- Nucleus sampling threshold.
  • max_tokens -- Maximum tokens per generation.
  • n_threads -- CPU thread count.
  • kv_compress -- KV cache compression mode (0=off, 1=4-bit, 2=delta+3-bit).

Model.from_pretrained(name) -> Model

Download a registered model from HuggingFace (cached at ~/.cache/quantcpp/) and return an open Model. See quantcpp.available_models() for the registry.

Model.ask(prompt) -> str

Generate a complete response. Returns the full text.

Model.generate(prompt) -> Iterator[str]

Stream tokens one at a time. Yields individual token strings.

Model.chat(prompt) -> Iterator[str]

Stream tokens with KV cache reuse across calls — turn N pays only for the new bytes since turn N-1. Pass prompt=None (or call Model.reset_chat()) to start a fresh session. Raises quantcpp.ChatContextOverflow when the history exceeds the model's context window (the C side has already auto-reset by then).

Model.close()

Release resources. Called automatically via with or garbage collection.

Model.path -> str

The path to the loaded model file (read-only property).

Library search order

The package looks for the compiled shared library in this order:

  1. QUANTCPP_LIB environment variable
  2. Installed alongside the Python package (normal pip install)
  3. build/ relative to the project root (development)
  4. System library path

Running tests

cd bindings/python
python -m pytest tests/

Project details

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  • License: Apache-2.0
  • Author: quantumaikr
  • Tags llm , inference , quantization , kv-cache , compression , gguf , embedded , single-header
  • Requires: Python >=3.9
  • Provides-Extra: dev
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