mlx-transformer-vm 0.2.0

MLX Python port of Percepta's transformer-vm

mlx-transformer-vm

mlx-transformer-vm is a standalone Python port of Percepta's transformer-vm with the compiler stack kept in Python and the eventual model runtime targeted at MLX.

The current focus is semantic parity for the computation graph, exact evaluator, and WASM machine construction.

Status

Ported now:

• graph DSL in mlx_transformer_vm/graph/core.py
• exact graph evaluator in mlx_transformer_vm/evaluator.py
• WASM machine graph builder in mlx_transformer_vm/wasm/interpreter.py
• reference WASM interpreter in mlx_transformer_vm/wasm/reference.py
• deterministic scheduler in mlx_transformer_vm/scheduler/deterministic.py
• MILP scheduler in mlx_transformer_vm/scheduler/milp.py
• MLX standard-cache runtime skeleton in mlx_transformer_vm/model/transformer.py and mlx_transformer_vm/attention/standard_cache.py
• hull KV cache bridge in mlx_transformer_vm/attention/hull_cache.py
• analytical weight construction in mlx_transformer_vm/model/weights.py
• local parity harness in mlx_transformer_vm/parity.py, compiling vendored examples and optionally checking the upstream weighted runtime as an oracle
• local compiler fixtures in examples/hello.c, examples/addition.c, examples/collatz.c, and examples/fibonacci.c
• CLI parity for wasm-build, wasm-run, wasm-compile, and wasm-specialize

Upstream Mapping

The port stays structurally close to upstream:

Upstream	This repo
transformer_vm/graph/core.py	mlx_transformer_vm/graph/core.py
transformer_vm/evaluator.py	mlx_transformer_vm/evaluator.py
transformer_vm/wasm/interpreter.py	mlx_transformer_vm/wasm/interpreter.py
transformer_vm/wasm/reference.py	mlx_transformer_vm/wasm/reference.py
transformer_vm/model/weights.py	mlx_transformer_vm/model/weights.py
transformer_vm/model/transformer.py	mlx_transformer_vm/model/transformer.py
transformer_vm/scheduler/milp.py	mlx_transformer_vm/scheduler/milp.py
transformer_vm/compilation/*	mlx_transformer_vm/compilation/

Development

Install dependencies:

uv sync --extra dev

Run the fast unit tests:

uv run pytest mlx_transformer_vm/tests/test_graph_core.py

Run the parity tests against the vendored local examples:

uv run pytest mlx_transformer_vm/tests/test_parity.py

Run the evaluator on a compiled token program:

uv run wasm-eval-mlx /path/to/program.txt

Diff this port against the local examples:

uv run tvm-mlx-parity --examples hello addition collatz fibonacci

Enable the optional upstream weighted oracle explicitly:

uv run tvm-mlx-parity --weighted --examples hello addition collatz fibonacci

The upstream repository is optional and is only used for the weighted-oracle comparison path in mlx_transformer_vm/parity.py. Set TRANSFORMER_VM_UPSTREAM_ROOT to enable that path.