10 Commits

Author SHA1 Message Date
Tianqi Chen ffea531107 [REFACTOR][PYTHON] Lift compiler/CLI/process modules from tvm.contrib to tvm.support (#19624)
## Summary

Lifts 10 host-toolchain / CLI / process / utility modules from
`python/tvm/contrib/` to a new `python/tvm/support/` package, and
deletes two dead contrib shims.

`tvm.support` is the home for Python helpers that integrate TVM with
external CLIs and host-side tools — compilers, archivers, subprocess
pools, and build-info queries. These are load-bearing internal pieces
that TVM's compile/link/run paths depend on. `tvm.contrib` is reserved
for optional vendor SDK integrations and experimental features. The
distinction is documented in the `tvm.support` package docstring.

Moved (one commit each):

- `tvm.contrib.cc` → `tvm.support.cc`
- `tvm.contrib.nvcc` → `tvm.support.nvcc`
- `tvm.contrib.rocm` → `tvm.support.rocm`
- `tvm.contrib.ndk` → `tvm.support.ndk`
- `tvm.contrib.xcode` → `tvm.support.xcode`
- `tvm.contrib.clang` → `tvm.support.clang`
- `tvm.contrib.emcc` → `tvm.support.emcc`
- `tvm.contrib.popen_pool` → `tvm.support.popen_pool`
- `tvm.contrib.utils` → `tvm.support.utils`
- `tvm.contrib.tar` → `tvm.support.tar`

Deleted:
- `tvm.contrib.spirv` — single `optimize()` wrapping `spirv-opt`; zero
importers.
- `tvm.contrib.rpc` — self-deprecation shim with "removed in 0.5"
banner; honoring it.

Package conversion:
- `python/tvm/support.py` → `python/tvm/support/__init__.py` with
inclusion-rule docstring.
- `libinfo()` extracted into `python/tvm/support/libinfo.py`.
- `FrontendTestModule` dropped (audit confirmed zero callers outside its
own definition).

## Compatibility

Hard break — no `tvm.contrib.<mod>` re-export shims. All callers updated
in this PR.

C++-side FFI registry keys (`tvm.contrib.nvcc.*`, etc.) are unchanged —
only the Python module path moves. Renaming the FFI keys is a separate
follow-up.
2026-05-27 15:31:12 -04:00
Tianqi Chen 9edd5bd958 [REFACTOR] Remove tvm.runtime.packed_func and container shims; route via tvm_ffi (#19442)
## Summary

- Delete the three Python shim modules that re-exported tvm-ffi types
under `tvm.runtime` / `tvm.ir`:
`python/tvm/runtime/packed_func.py`, `python/tvm/runtime/container.py`,
`python/tvm/ir/container.py`.
- Drop the matching re-exports from `tvm.runtime`, `tvm.ir`, and `tvm`
package init files, so
`tvm.runtime.PackedFunc`, `tvm.runtime.ShapeTuple`,
`tvm.runtime.String`, `tvm.ir.Array`,
  `tvm.ir.Map`, and `tvm.container.Array` no longer exist.
- Migrate every productive caller, test, and tutorial to the canonical
names: `tvm_ffi.Function`,
`tvm_ffi.Shape`, `tvm_ffi.core.String`, `tvm_ffi.Array`, and
`tvm_ffi.Map`.

## Test plan

- [x] `pytest tests/python/all-platform-minimal-test` (75 passed, 77
skipped)
- [x] `pytest tests/python/runtime/test_runtime_container.py
tests/python/all-platform-minimal-test/test_runtime_packed_func.py` (20
passed)
- [x] `pytest tests/python/ir/test_node_reflection.py
tests/python/ir/test_container_structural_equal.py` (32 passed)
- [x] `pytest tests/python/relax/test_vm_build.py
tests/python/relax/test_vm_execbuilder.py
tests/python/relax/test_vm_codegen_only.py` (125 passed, 2 xfailed)
- [x] `pytest tests/python/relax/test_runtime_builtin.py
tests/python/relax/test_op_misc.py` (19 passed)
- [x] `pytest tests/python/target/test_target_target.py` (37 passed, 3
skipped)
- [x] `pre-commit run` clean on touched files
2026-04-25 11:02:08 -04:00
Tianqi Chen 9a8320acbd [LINT][PYTHON] Modernize annotations with ruff UP rules (#18830)
This PR enables ruff pyupgrade (UP) rules with py310 target, auto-fixing
~5600 annotation modernizations (PEP 585 generics, PEP 604 unions,
deprecated typing imports).

Also removes from __future__ import annotations from ir/module.py and
rmsnorm.py, bumps requires-python to >=3.10, and removes absolute_import
aliases from topi/contrib files.
2026-02-27 21:29:47 -05:00
Tianqi Chen aa2e609136 [LINT] Modernize lint to use pre-commit hooks (#18807)
This PR migrates existing lint to use pre-commit hooks
2026-02-22 11:03:21 -05:00
Ruslan Baratov 52e45477de [DOC] Unify CUDA naming (#18797)
Fix CUDA naming in documentation and comments

- Cuda -> CUDA
- cuda -> CUDA
2026-02-19 08:04:00 -05:00
Tianqi Chen 3c36ce2ec6 [FFI][REFACTOR][ABI] Rename NDArray to Tensor (#18275)
This PR Updates the NDArray => Tensor.

Both tensor and ndarray are commonly used terms.

Because the term Tensor is getting more common in the context of ML,
we do the rename to stay more aligned with torch.Tensor and DLTensor.
2025-09-06 14:33:59 -07:00
Tianqi Chen 6bc94d0050 [FFI][REFACTOR] Establish ffi.Module in python (#18214)
This PR refactors and establishes ffi.Module under the python tvm ffi api.
Also moves export_library method to executable so it aligns more with
compiled artifact.
2025-08-18 22:37:25 +08:00
Tianqi Chen b8eb80b968 [FFI] Formalize ffi.Module (#18213)
This PR formalizes original runtime::Module into ffi
as ffi.Module and cleans the APIs around it.

The goal is to stablize the Module API as extra API that can benefit the overall
ffi interactions. We also refactors the c++ code that depends on the Module.
2025-08-17 23:33:05 +08:00
Tianqi Chen 95d1268982 [REFACTOR] Introduce and modernize FFI system (#17920)
This PR modernizes the FFI foundation of the project and introduce
a new minimal and lightweight module [tvm ffi](https://github.com/apache/tvm/tree/refactor-s3/ffi)
based on our lessons in the past few years. It implements a modern
version of the [Unified Packed and Object RFC](https://github.com/apache/tvm-rfcs/blob/main/rfcs/0097-unify-packed-and-object.md)
that unifies the packed function call and object systems.

Summary of the change:
- A dedicated clean Any/AnyView that can store strong and weak
references of items
- Function(previously PackedFunc) system built on top of the Any/AnyView
- A minimal C API that backs the overall calls. We are stabilizing the
API with a goal to bring clean, stable FFI conventions for both compiled
and registered code
- A rewrite of core python binding and generated code based on the module
- Update existing code and test cases to the new module
- Latest dlpack support
 
The new module brings many benefits thanks to the cleaner design,
to name a few:
- Any can support both POD types(int) and object types.
- Containers (e.g. Array) can now also contain Any value, e.g. now
`Array<int>` is supported, no need for boxed types
- Error handling now upgrades to object-based, allowing cleaner
traceback across languages
- Map now preserves insertion orders
- Path toward isolated stabilize minimum core ABI/API foundation module
- Type traits based design that cleanly defines how values interact
with Any system
- Automatic conversion of different types based on traits if needed 

Because FFI upgrade is at heart of the project, the change touches every
component of the system. Importantly, this is an upgrade of the ABI so the
change is not backward compatible.  The code compiled under the old
FFI won't work under the new one. We did provide example ABI translation
(e.g. LegacyTVMArgValueToFFIAny) functions for compatibility. 
The PR tries to leave files in their old places while creating redirections.
The goal is to have the first milestone landed and infrastructure in place,
so we can do further refactors to complete features and cleanup legacy code
as trackable PRs. As of now, python binding and compiled code are under the
new convention while RPC and some  other bindings still relies on legacy ABI
translation. We will work on upgrades in the coming PRs, including areas such
as reflection, phasing out legacy redirections etc.
2025-05-06 19:18:33 -04:00
Siyuan Feng e7c04f554b [Refactor] Introduce base Executable class and tvm.compile interface (#17710)
This refactor introduces a base Executable class and a `tvm.compile`
interface that can be used to compile both TIR and Relax programs.

`tvm.compile` will return an Executable object that can be used to call
either TIR or Relax functions.
2025-03-07 08:00:48 -05:00