Re: [dmlc/tvm] [RFC][Quantization] Designing and lowering of quantized ops (#3512)

2019-07-17 Thread shoubhik
@liangfu made the changes you suggested. -- You are receiving this because you are subscribed to this thread. Reply to this email directly or view it on GitHub: https://github.com/dmlc/tvm/pull/3512#issuecomment-512443841

Re: [dmlc/tvm] [DEV] TVM v0.6 Roadmap (#2623)

2019-07-17 Thread Krzysztof Parzyszek
What is the planned release date for 0.6? -- You are receiving this because you are subscribed to this thread. Reply to this email directly or view it on GitHub: https://github.com/dmlc/tvm/issues/2623#issuecomment-512574087

[dmlc/tvm] [RFC] [Contrib] Minimal runtime (~12kb .text on ARMv7/x86) for subset of TVM models (#3567)

2019-07-17 Thread Andrew Tulloch
## Summary This is an alternative implementation of a subset of the TVM runtime API (and graph runtime) that focuses entirely on reducing code size, at the expense of functionality (no tvm.extern(..) calls via PackedFunc, CPU only, etc). It might be worth incrementally expanding the surface area i

Re: [dmlc/tvm] [RFC] [Contrib] [Runtime] Minimal runtime (~12kb .text on ARMv7/x86) for subset of TVM models (#3567)

2019-07-17 Thread Tianqi Chen
This is a great step toward putting tvm into more resource constrained devices. Given that we have another effort(uTVM @weberlo ) that aims to enable automatic optimizations, we still lack a minimum runtime that we can serve on the device. This PR seems to bring one great step toward that direc

Re: [dmlc/tvm] [RFC] [Contrib] [Runtime] Minimal runtime (~12kb .text on ARMv7/x86) for subset of TVM models (#3567)

2019-07-17 Thread Andrew Tulloch
@tqchen yes absolutely - from talking to you yesterday I hadn't thought of the uTVM application, but it certainly could be interesting. One possible improvement in that direction could be to create a mmap'able representation of the parsed graph_json, i.e. these fields of `MinimalGraphRuntime`:

Re: [dmlc/tvm] [RFC] [Contrib] [Runtime] Minimal runtime (~12kb .text on ARMv7/x86) for subset of TVM models (#3567)

2019-07-17 Thread Tianqi Chen
Most micro controllers do have stacks(heaps) and we just need to pre-define a section in the memory space, and implement a arena style allocator (always allocate without de-allocation) and at an RAII point recycles all memory -- You are receiving this because you are subscribed to this thread.

[dmlc/tvm] [Community] Zhi Chen -> Committer (#3572)

2019-07-17 Thread Thierry Moreau
Let's welcome Zhi as a new Apache TVM Committer! You can view, comment on, or merge this pull request online at: https://github.com/dmlc/tvm/pull/3572 -- Commit Summary -- * [Community] Zhi Chen -> Committer -- File Changes -- M CONTRIBUTORS.md (1) -- Patch Links -- https://github.c

Re: [dmlc/tvm] [RFC] [Contrib] [Runtime] Minimal runtime (~12kb .text on ARMv7/x86) for subset of TVM models (#3567)

2019-07-17 Thread Thierry Moreau
+ 1 on getting this integrated with uTVM. @weberlo, care to take a look at this PR and make some high-level comments? -- You are receiving this because you are subscribed to this thread. Reply to this email directly or view it on GitHub: https://github.com/dmlc/tvm/pull/3567#issuecomment-5126845