MegFlow - Efficient ML solutions for long-tailed demands.

Last update: Dec 21, 2022

Overview

MegFlow

MegFlow 是一个面向视觉应用的流式计算框架, 目标是简单、高性能、帮助机器学习应用快速落地。

Features

基于 async-std[features=tokio1] 的高效异步运行时调度器
简洁的基于 toml 的建图描述格式
支持静态、动态、共享子图
支持 Rust/Python 多语言共存（会 Python 即可）
支持资源管理（多层级跨任务共享）
支持异常处理（异常任务会终止所在静态图）
支持 demux/reorder/transform 等通用函数式组件
Python 插件内置有栈协程，不依赖 asyncio
基础测试工具，支持插件沙盒，用于单测插件

HowTo

Current Support List

系统环境	支持情况
Windows 10 WSL ubuntu18.04	✔️
x86 Ubuntu16.04 有 GPU	✔️
x86 Ubuntu18.04 无 GPU	✔️
x86 macos	✔️
ARM	/

Python 版本	支持情况
3.6	✔️
3.7	✔️
3.8	✔️
3.9	/

Built-in Applications

猫猫围栏
电梯电动车报警

Coming Soon

进程级别的节点、子图支持
插件自动化测试部署
调试工具，建图实时预览 profile 工具
性能监控，inspect 工具
更多内置应用和组件

Contact Us

Issue: github.com/MegEngine/MegFlow/issues
Email: [email protected]
Forum: discuss.megengine.org.cn
QQ Group: 1029741705
OPENI: openi.org.cn/MegEngine

License

Apache 2.0

Acknowledgement

MegFlow 模型和推理学习了这些项目：

MegFlow Python 使用了下列项目：

MegFlow Rust 使用了以下项目：

Comments

如何在MegFLow的框架下利用Flask等框架传输纯文本数据？

detail | 详细描述

目前看官方的教程，只有ImageServer和VideoServer，两者必须要传输Image或者Video数据，虽然有extra_data能够解析URL，但是无法只传输纯文本信息。

希望官方教程增加在MegFlow框架下，利用Flask等Web框架作为source的示例代码，方便自定义传输数据的类型
enhancement help wanted

opened by wanghan0501 4
MegFlow 后续可以支持在win平台运行吗？

platform | 软硬件环境

win 10 i5-10210U MX330

error log | 日志或报错信息

ERROR: megflow-0.1.0-py37-none-linux_x86_64.whl is not a supported wheel on this platform.

opened by Qianlu5110 3
MacOS build and run examples failed
error log | 日志或报错信息

cargo run --example run_with_plugins -- -p logical_test Compiling unicode-segmentation v1.8.0 Compiling unicode-width v0.1.8 Compiling vec_map v0.8.2 Compiling os_str_bytes v2.4.0 Compiling strsim v0.10.0 Compiling proc-macro-error-attr v1.0.4 Compiling proc-macro-error v1.0.4 Compiling textwrap v0.12.1 Compiling heck v0.3.3 Compiling clap_derive v3.0.0-beta.2 Compiling clap v3.0.0-beta.2 Compiling flow-rs v0.1.0 (/Users/weixiaobin/Repos/github/MegFlow/flow-rs) Finished dev [unoptimized + debuginfo] target(s) in 16.46s Running /Users/xxx/Repos/github/MegFlow/target/debug/examples/run_with_plugins -p logical_test thread 'main' panicked at 'module megflow not found: PyErr { type: <class 'ModuleNotFoundError'>, value: ModuleNotFoundError("No module named 'megflow'"), traceback: None }', flow-rs/src/loader/python/mod.rs:139:51 note: run with RUST_BACKTRACE=1 environment variable to display a backtrace [1] 15835 abort cargo run --example run_with_plugins -- -p logical_test

context | 编译/运行环境

MacOS Big Sur 11.5.2 (20G95) master 00de1fff1315e1c17ff23988905a36ddc3a8a222 python 3.8.10

how to reproduce | 复现步骤

brew install rust

cd MegFlow; cargo build; cd flow-python; python setup.py install

cd examples; cargo run --example run_with_plugins -- -p logical_test
opened by xbwee1024 3

猫猫围栏注册服务运行成功后无法打开网页

运行环境：win11 wsl2 ubuntu2004

运行状态如下

2021-10-09 16:03:35.197 | INFO     | cat_finder.redis_proxy:__init__:24 - init redis pool...
2021-10-09 16:03:35.197 | INFO     | cat_finder.det:__init__:21 - loading YOLOX detection...
2021-10-09 16:03:39.074 | INFO     | cat_finder.det:__init__:36 -  YOLOX loaded.
2021-10-09 16:03:39.074 | INFO     | cat_finder.reid_image:__init__:22 - loading Image Reid...
2021-10-09 16:03:39.283 | DEBUG    | warehouse.reid_alignedreid.lite:inference:60 - ReID infer time: 0.0719s
2021-10-09 16:03:39.284 | INFO     | cat_finder.reid_image:__init__:31 - Image Reid loaded.

使用cURL发送post请求可以得到结果，但是浏览器无法打开网页

opened by tangzhongsi 2

Dumping 'logical_test.png' failed

error log | 日志或报错信息

$ megflow_run -p ./logical_test/ -c ./logical_test/logical_test.toml --dump
thread '<unnamed>' panicked at 'called `Result::unwrap()` on an `Err` value: No such file or directory (os error 2)', flow-python/src/lib.rs:153:66
note: run with `RUST_BACKTRACE=1` environment variable to display a backtrace
Aborted (core dumped)

context | 编译/运行环境

Ubuntu 20.04.4 LTS 64-bits
python 3.8
cuda11.3

how to reproduce | 复现步骤

build Megflow from source
cd MegFlow/flow-python/examples
megflow_run -p ./logical_test/ -c ./logical_test/logical_test.toml --dump

opened by GWwangshuo 1

Bytes server
Add BytesServer, bytes in bytes out.

Add server example flow-plugins/examples/bytes_server.toml

Add client example flow-python/examples/application/misc/bytes_client.py

Support https://github.com/MegEngine/MegFlow/issues/40
opened by tpoisonooo 1
feat(flow-rs): use ffmpeg dylib
因 pyo3 问题，对 macos 支持还在修复。

修改 ffmpeg 为 .so 或 .dylib 调用，满足 LGPL 要求

建图支持 dict ，即 Python 支持 map_reduce 类用法

调整 Python 相关目录结构，区分应用范例和 megflow 本身用法的示例

新增编译选项 open-camera，可以在 VideoServer 输入 /dev/video0 直接打开摄像头，此时不需要 RTSP

github 文档调整风格，支持到 docusaurus 风格转换。即一份文档可以两种部署
opened by tpoisonooo 1
build(deps): bump tar from 4.4.17 to 4.4.19 in /flow-debugger/debugger-ui
Bumps tar from 4.4.17 to 4.4.19.

Commits

9a6faa0 4.4.19

70ef812 drop dirCache for symlink on all platforms

3e35515 4.4.18

52b09e3 fix: prevent path escape using drive-relative paths

bb93ba2 fix: reserve paths properly for unicode, windows

2f1bca0 fix: prune dirCache properly for unicode, windows

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dependencies
opened by dependabot[bot] 1
build(deps): bump express from 4.17.1 to 4.18.2 in /flow-debugger/debugger-ui
Bumps express from 4.17.1 to 4.18.2.

Release notes

Sourced from express's releases.

4.18.2

Fix regression routing a large stack in a single route

deps: [email protected]

deps: [email protected]

perf: remove unnecessary object clone

deps: [email protected]

4.18.1

Fix hanging on large stack of sync routes

4.18.0

Add "root" option to res.download

Allow options without filename in res.download

Deprecate string and non-integer arguments to res.status

Fix behavior of null/undefined as maxAge in res.cookie

Fix handling very large stacks of sync middleware

Ignore Object.prototype values in settings through app.set/app.get

Invoke default with same arguments as types in res.format

Support proper 205 responses using res.send

Use http-errors for res.format error

deps: [email protected]

Fix error message for json parse whitespace in strict

Fix internal error when inflated body exceeds limit

Prevent loss of async hooks context

Prevent hanging when request already read

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

Add priority option

Fix expires option to reject invalid dates

deps: [email protected]

Replace internal eval usage with Function constructor

Use instance methods on process to check for listeners

deps: [email protected]

Remove set content headers that break response

deps: [email protected]

deps: [email protected]

deps: [email protected]

Prevent loss of async hooks context

deps: [email protected]

deps: [email protected]

Fix emitted 416 error missing headers property

Limit the headers removed for 304 response

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

... (truncated)

Changelog

Sourced from express's changelog.

4.18.2 / 2022-10-08

Fix regression routing a large stack in a single route

deps: [email protected]

deps: [email protected]

perf: remove unnecessary object clone

deps: [email protected]

4.18.1 / 2022-04-29

Fix hanging on large stack of sync routes

4.18.0 / 2022-04-25

Add "root" option to res.download

Allow options without filename in res.download

Deprecate string and non-integer arguments to res.status

Fix behavior of null/undefined as maxAge in res.cookie

Fix handling very large stacks of sync middleware

Ignore Object.prototype values in settings through app.set/app.get

Invoke default with same arguments as types in res.format

Support proper 205 responses using res.send

Use http-errors for res.format error

deps: [email protected]

Fix error message for json parse whitespace in strict

Fix internal error when inflated body exceeds limit

Prevent loss of async hooks context

Prevent hanging when request already read

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

Add priority option

Fix expires option to reject invalid dates

deps: [email protected]

Replace internal eval usage with Function constructor

Use instance methods on process to check for listeners

deps: [email protected]

Remove set content headers that break response

deps: [email protected]

deps: [email protected]

deps: [email protected]

Prevent loss of async hooks context

deps: [email protected]

deps: [email protected]

... (truncated)

Commits

8368dc1 4.18.2

61f4049 docs: replace Freenode with Libera Chat

bb7907b build: [email protected]

f56ce73 build: [email protected]

24b3dc5 deps: [email protected]

689d175 deps: [email protected]

340be0f build: [email protected]

33e8dc3 docs: use Node.js name style

644f646 build: [email protected]

ecd7572 build: [email protected]

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dependencies javascript
opened by dependabot[bot] 1
build(deps): bump qs and express in /flow-debugger/debugger-ui
Bumps qs and express. These dependencies needed to be updated together. Updates qs from 6.5.2 to 6.5.3

Changelog

Sourced from qs's changelog.

6.5.3

[Fix] parse: ignore __proto__ keys (#428)

[Fix] utils.merge: avoid a crash with a null target and a truthy non-array source

[Fix] correctly parse nested arrays

[Fix] stringify: fix a crash with strictNullHandling and a custom filter/serializeDate (#279)

[Fix] utils: merge: fix crash when source is a truthy primitive & no options are provided

[Fix] when parseArrays is false, properly handle keys ending in []

[Fix] fix for an impossible situation: when the formatter is called with a non-string value

[Fix] utils.merge: avoid a crash with a null target and an array source

[Refactor] utils: reduce observable [[Get]]s

[Refactor] use cached Array.isArray

[Refactor] stringify: Avoid arr = arr.concat(...), push to the existing instance (#269)

[Refactor] parse: only need to reassign the var once

[Robustness] stringify: avoid relying on a global undefined (#427)

[readme] remove travis badge; add github actions/codecov badges; update URLs

[Docs] Clean up license text so it’s properly detected as BSD-3-Clause

[Docs] Clarify the need for "arrayLimit" option

[meta] fix README.md (#399)

[meta] add FUNDING.yml

[actions] backport actions from main

[Tests] always use String(x) over x.toString()

[Tests] remove nonexistent tape option

[Dev Deps] backport from main

Commits

298bfa5 v6.5.3

ed0f5dc [Fix] parse: ignore __proto__ keys (#428)

691e739 [Robustness] stringify: avoid relying on a global undefined (#427)

1072d57 [readme] remove travis badge; add github actions/codecov badges; update URLs

12ac1c4 [meta] fix README.md (#399)

0338716 [actions] backport actions from main

5639c20 Clean up license text so it’s properly detected as BSD-3-Clause

51b8a0b add FUNDING.yml

45f6759 [Fix] fix for an impossible situation: when the formatter is called with a no...

f814a7f [Dev Deps] backport from main

Additional commits viewable in compare view

Updates express from 4.17.1 to 4.18.2

Release notes

Sourced from express's releases.

4.18.2

Fix regression routing a large stack in a single route

deps: [email protected]

deps: [email protected]

perf: remove unnecessary object clone

deps: [email protected]

4.18.1

Fix hanging on large stack of sync routes

4.18.0

Add "root" option to res.download

Allow options without filename in res.download

Deprecate string and non-integer arguments to res.status

Fix behavior of null/undefined as maxAge in res.cookie

Fix handling very large stacks of sync middleware

Ignore Object.prototype values in settings through app.set/app.get

Invoke default with same arguments as types in res.format

Support proper 205 responses using res.send

Use http-errors for res.format error

deps: [email protected]

Fix error message for json parse whitespace in strict

Fix internal error when inflated body exceeds limit

Prevent loss of async hooks context

Prevent hanging when request already read

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

Add priority option

Fix expires option to reject invalid dates

deps: [email protected]

Replace internal eval usage with Function constructor

Use instance methods on process to check for listeners

deps: [email protected]

Remove set content headers that break response

deps: [email protected]

deps: [email protected]

deps: [email protected]

Prevent loss of async hooks context

deps: [email protected]

deps: [email protected]

Fix emitted 416 error missing headers property

Limit the headers removed for 304 response

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

... (truncated)

Changelog

Sourced from express's changelog.

4.18.2 / 2022-10-08

Fix regression routing a large stack in a single route

deps: [email protected]

deps: [email protected]

perf: remove unnecessary object clone

deps: [email protected]

4.18.1 / 2022-04-29

Fix hanging on large stack of sync routes

4.18.0 / 2022-04-25

Add "root" option to res.download

Allow options without filename in res.download

Deprecate string and non-integer arguments to res.status

Fix behavior of null/undefined as maxAge in res.cookie

Fix handling very large stacks of sync middleware

Ignore Object.prototype values in settings through app.set/app.get

Invoke default with same arguments as types in res.format

Support proper 205 responses using res.send

Use http-errors for res.format error

deps: [email protected]

Fix error message for json parse whitespace in strict

Fix internal error when inflated body exceeds limit

Prevent loss of async hooks context

Prevent hanging when request already read

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

Add priority option

Fix expires option to reject invalid dates

deps: [email protected]

Replace internal eval usage with Function constructor

Use instance methods on process to check for listeners

deps: [email protected]

Remove set content headers that break response

deps: [email protected]

deps: [email protected]

deps: [email protected]

Prevent loss of async hooks context

deps: [email protected]

deps: [email protected]

... (truncated)

Commits

8368dc1 4.18.2

61f4049 docs: replace Freenode with Libera Chat

bb7907b build: [email protected]

f56ce73 build: [email protected]

24b3dc5 deps: [email protected]

689d175 deps: [email protected]

340be0f build: [email protected]

33e8dc3 docs: use Node.js name style

644f646 build: [email protected]

ecd7572 build: [email protected]

Additional commits viewable in compare view

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dependencies javascript
opened by dependabot[bot] 1
build(deps): bump decode-uri-component from 0.2.0 to 0.2.2 in /flow-debugger/debugger-ui
Bumps decode-uri-component from 0.2.0 to 0.2.2.

Release notes

Sourced from decode-uri-component's releases.

v0.2.2

Prevent overwriting previously decoded tokens 980e0bf

https://github.com/SamVerschueren/decode-uri-component/compare/v0.2.1...v0.2.2

v0.2.1

Switch to GitHub workflows 76abc93

Fix issue where decode throws - fixes #6 746ca5d

Update license (#1) 486d7e2

Tidelift tasks a650457

Meta tweaks 66e1c28

https://github.com/SamVerschueren/decode-uri-component/compare/v0.2.0...v0.2.1

Commits

a0eea46 0.2.2

980e0bf Prevent overwriting previously decoded tokens

3c8a373 0.2.1

76abc93 Switch to GitHub workflows

746ca5d Fix issue where decode throws - fixes #6

486d7e2 Update license (#1)

a650457 Tidelift tasks

66e1c28 Meta tweaks

See full diff in compare view

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dependencies javascript
opened by dependabot[bot] 1
build(deps): bump loader-utils from 1.2.3 to 1.4.2 in /flow-debugger/debugger-ui
Bumps loader-utils from 1.2.3 to 1.4.2.

Release notes

Sourced from loader-utils's releases.

v1.4.2

1.4.2 (2022-11-11)

Bug Fixes

ReDoS problem (#226) (17cbf8f)

v1.4.1

1.4.1 (2022-11-07)

Bug Fixes

security problem (#220) (4504e34)

v1.4.0

1.4.0 (2020-02-19)

Features

the resourceQuery is passed to the interpolateName method (#163) (cd0e428)

v1.3.0

1.3.0 (2020-02-19)

Features

support the [query] template for the interpolatedName method (#162) (469eeba)

Changelog

Sourced from loader-utils's changelog.

1.4.2 (2022-11-11)

Bug Fixes

ReDoS problem (#226) (17cbf8f)

1.4.1 (2022-11-07)

Bug Fixes

security problem (#220) (4504e34)

1.4.0 (2020-02-19)

Features

the resourceQuery is passed to the interpolateName method (#163) (cd0e428)

1.3.0 (2020-02-19)

Features

support the [query] template for the interpolatedName method (#162) (469eeba)

Commits

331ad50 chore(release): 1.4.2

17cbf8f fix: ReDoS problem (#226)

8f082b3 chore(release): 1.4.1

4504e34 fix: security problem (#220)

d95b8b5 chore(release): 1.4.0

cd0e428 feat: the resourceQuery is passed to the interpolateName method (#163)

06d36cf chore(release): 1.3.0

469eeba feat: support the [query] template for the interpolatedName method (#162)

909c99d chore: funding.yml config and CI fix (#159)

b5b74f0 Set up CI with Azure Pipelines

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dependencies javascript
opened by dependabot[bot] 1
build(deps): bump thread_local from 1.1.3 to 1.1.4
Bumps thread_local from 1.1.3 to 1.1.4.

Commits

4a54e57 Bump version to 1.1.4

ebf8b45 Merge pull request #34 from ibraheemdev/patch-1

3d69afa Fix memory ordering in RawIter::next

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dependencies rust
opened by dependabot[bot] 1
build(deps): bump hyper from 0.14.11 to 0.14.16 in /flow-debugger
Bumps hyper from 0.14.11 to 0.14.16.

Release notes

Sourced from hyper's releases.

v0.14.16

Features

http2: add http2_max_send_buf_size option to client and server (bff977b7)

server: add HTTP/1 header read timeout option (#2675) (842c6553, closes #2457)

Bug Fixes

http1: return 414 when URI contains more than 65534 characters (#2706) (5f938fff, closes #2701)

http2: received Body::size_hint() now return 0 if implicitly empty (#2715) (84b78b6c)

server: use case-insensitive comparison for Expect: 100-continue (#2709) (7435cc33, closes #2708)

New Contributors

@rajing made their first contribution in hyperium/hyper#2706

@JonathanMurray made their first contribution in hyperium/hyper#2709

v0.14.15

Bug Fixes

client: cancel blocking DNS lookup if GaiFuture is dropped (174b553d)

Features

http1: add http1_writev(bool) options to Client and Server builders, to allow forcing vectored writes (80627141)

upgrade: allow http upgrades with any body type (ab469eb3)

New Contributors

@luqmana made their first contribution in hyperium/hyper#2680

@whentze made their first contribution in hyperium/hyper#2688

@ahmedsobeh made their first contribution in hyperium/hyper#2689

v0.14.14

Bug Fixes

client:

make ResponseFuture implement Sync (bd6c35b9)

remove ipv6 square brackets before resolving (910e0268)

Features

http2: always include original h2 error on broken pipe (6169db25)

server: Remove Send + Sync requirement for Body in with_graceful_shutdown (1d553e52)

v0.14.13

Bug Fixes

client: don't reuse a connection while still flushing (c88011da)

... (truncated)

Changelog

Sourced from hyper's changelog.

v0.14.16 (2021-12-09)

Bug Fixes

http1: return 414 when URI contains more than 65534 characters (#2706) (5f938fff, closes #2701)

http2: received Body::size_hint() now return 0 if implicitly empty (#2715) (84b78b6c)

server: use case-insensitive comparison for Expect: 100-continue (#2709) (7435cc33, closes #2708)

Features

http2: add http2_max_send_buf_size option to client and server (bff977b7)

server: add HTTP/1 header read timeout option (#2675) (842c6553, closes #2457)

v0.14.15 (2021-11-16)

Bug Fixes

client: cancel blocking DNS lookup if GaiFuture is dropped (174b553d

Features

http1: add http1_writev(bool) options to Client and Server builders, to allow forcing vectored writes (80627141)

upgrade: allow http upgrades with any body type (ab469eb3)

v0.14.14 (2021-10-22)

Bug Fixes

client:

make ResponseFuture implement Sync (bd6c35b9)

remove ipv6 square brackets before resolving (910e0268)

Features

h2: always include original h2 error on broken pipe (6169db25)

server: Remove Send + Sync requirement for Body in with_graceful_shutdown (1d553e52)

v0.14.13 (2021-09-16)

Bug Fixes

client: don't reuse a connection while still flushing (c88011da)

... (truncated)

Commits

41dee4a v0.14.16

bff977b feat(http2): add http2_max_send_buf_size option to client and server

84b78b6 fix(http2): received Body::size_hint() now return 0 if implicitly empty (#2...

ce82425 refactor(lib): resolve unused warnings from server-specific code (#2710)

7435cc3 fix(server): use case-insensitive comparison for Expect: 100-continue (#2709)

5f938ff fix(http1): return 414 when URI contains more than 65534 characters (#2706)

1010614 test(client): refactor client helper macro to handle options better

842c655 feat(server): add HTTP/1 header read timeout option (#2675)

d0b1d9e v0.14.15

a1502e1 docs(http1): clarify HTTP1 preserve case option

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dependencies rust
opened by dependabot[bot] 1

Releases(v0.3.5)

v0.3.5(Jan 10, 2022)
Update megflow_run binary to Python console_scripts

Support megflow.__version__

Support Bytes Server for user define input

Support template config

Source code(tar.gz)
Source code(zip)
megflow-0.3.5-cp36-abi3-linux_aarch64.whl(37.07 MB)
megflow-0.3.5-cp36-abi3-linux_x86_64.whl(38.74 MB)
v0.1.0-beta3(Nov 12, 2021)
What's Changed

Add web client (flv.js inside) tutorial to show video result

Fix readthedocs link error

Add en README

Add megflow_quickstart

Add Dockerfile.github-release to build py3.6~py3.9 .whl

New Contributors

@chentyjpm made their first contribution in https://github.com/MegEngine/MegFlow/pull/38

Full Changelog: https://github.com/MegEngine/MegFlow/compare/v0.1.0-beta2...v0.1.0-beta3
Source code(tar.gz)
Source code(zip)
megflow-0.1.0-py36-none-linux_x86_64.whl(42.57 MB)
megflow-0.1.0-py37-none-linux_x86_64.whl(42.57 MB)
megflow-0.1.0-py38-none-linux_aarch64.whl(77.86 MB)
megflow-0.1.0-py38-none-linux_x86_64.whl(42.58 MB)
megflow-0.1.0-py39-none-linux_x86_64.whl(42.58 MB)
v0.1.0-beta2(Oct 20, 2021)
完成 ARM jetson nano/ 鲲鹏上的自测

增加 pipeline 级测试功能

tutorial 增加串联建图、动态 batching

初步增加 debugger 工具，可以基于 Web UI 完成图优化

优化内部动态图创建、销毁过程

优化打包脚本和 CI

修复 python examples 一些 API 使用错误

What's Changed

fix(memd): fix inference call by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/22

ci(action): add pylint and doc link check by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/19

docs(build): remove cargo after build success by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/23

Tutorial02 by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/24

docs(examples): update cat_finder video usage by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/25

Support arm by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/28

feat(project): release 0.1.0beta2 by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/30

Full Changelog: https://github.com/MegEngine/MegFlow/compare/v0.1.0-beta1...v0.1.0-beta2
Source code(tar.gz)
Source code(zip)
megflow-0.1.0-py36-none-linux_x86_64.whl(40.07 MB)
megflow-0.1.0-py37-none-linux_x86_64.whl(40.07 MB)
megflow-0.1.0-py38-none-linux_x86_64.whl(40.07 MB)
v0.1.0-beta1(Sep 19, 2021)
docker 增加 tuna 源。源码/docker build 受网络影响仍然比较严重，增加 prebuilt release

增加 tutorial01 把分类模型搭建成服务

修改了超多文档，CI 中增加 pylint 和 doc link check

What's Changed

docs(build): add Dockerfile and prebuilt doc by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/3

Python whl add wrapper by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/4

docs(project): revert prebuilt whl; support macos by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/5

docs(Python): rewrite whl pack script by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/6

ci(build): action add macos by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/7

[DOCs] Fix link typo in README of electric_bicycle by @ysh329 in https://github.com/MegEngine/MegFlow/pull/8

Add logo by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/9

Update how-to-build-from-source.zh.md deal with Command 'cargo' not found by @kalcohol in https://github.com/MegEngine/MegFlow/pull/10

Update how-to-build-from-source.zh.md by @Easonzero in https://github.com/MegEngine/MegFlow/pull/11

Add tutorial 01 by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/12

docs(build): add build on win10 by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/13

Update doc by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/14

ci(docker): add tuna source by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/18

fix(build): add docker config by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/20

docs(project): add prebuilt .whl by @tpoisonooo in https://github.com/MegEngine/MegFlow/pull/21

New Contributors

@ysh329 made their first contribution in https://github.com/MegEngine/MegFlow/pull/8

@kalcohol made their first contribution in https://github.com/MegEngine/MegFlow/pull/10

@Easonzero made their first contribution in https://github.com/MegEngine/MegFlow/pull/11

Full Changelog: https://github.com/MegEngine/MegFlow/compare/v0.1.0-beta0...v0.1.0-beta1
Source code(tar.gz)
Source code(zip)
megflow-0.1.0-py3.6-none-linux_x86_64.whl(39.93 MB)
megflow-0.1.0-py3.7-none-linux_x86_64.whl(39.93 MB)
megflow-0.1.0-py3.8-none-linux_x86_64.whl(39.93 MB)
v0.1.0-beta0(Sep 7, 2021)
release beta

| 系统 | 支持情况 | | - | - | | Windows 10 WSL ubuntu18.04 | ✔️ | | x86 Ubuntu16.04 有 GPU | ✔️ | | x86 Ubuntu18.04 无 GPU | ✔️ | | x86 macos | ✔️ |

| Python 版本 | 支持情况 | | - | - | | 3.6 | ✔️ | | 3.7 | ✔️ | | 3.8 | ✔️ |

初始化项目

Rust 新增

toml 建图

进程内子图共享、异常处理

计算图性能统计接口

Image/Video Server

Python 共存

Python 新增

3 个 Examples

logical_test

cat_finder

MEMD

1 个 github action、ubuntu 环境 Dockerfile

py3.6/3.7/3.8 版本 prebuilt 脚本

New Contributors

@BBuf made their first contribution in https://github.com/MegEngine/MegFlow/pull/1

Full Changelog: https://github.com/MegEngine/MegFlow/commits/v0.1.0-beta0
Source code(tar.gz)
Source code(zip)

MegFlow - Efficient ML solutions for long-tailed demands.

Related tags

Overview

MegFlow

Features

HowTo

Current Support List

Built-in Applications

Coming Soon

Contact Us

License

Acknowledgement

Comments

detail | 详细描述

platform | 软硬件环境

error log | 日志或报错信息

error log | 日志或报错信息

context | 编译/运行环境

how to reproduce | 复现步骤

error log | 日志或报错信息

context | 编译/运行环境

how to reproduce | 复现步骤

4.18.2

4.18.1

4.18.0

4.18.2 / 2022-10-08

4.18.1 / 2022-04-29

4.18.0 / 2022-04-25

6.5.3

4.18.2

4.18.1

4.18.0

4.18.2 / 2022-10-08

4.18.1 / 2022-04-29

4.18.0 / 2022-04-25

v0.2.2

v0.2.1

v1.4.2

1.4.2 (2022-11-11)

Bug Fixes

v1.4.1

1.4.1 (2022-11-07)

Bug Fixes

v1.4.0

1.4.0 (2020-02-19)

Features

v1.3.0

1.3.0 (2020-02-19)

Features

1.4.2 (2022-11-11)

Bug Fixes

1.4.1 (2022-11-07)

Bug Fixes

1.4.0 (2020-02-19)

Features

1.3.0 (2020-02-19)

Features

v0.14.16

Features

Bug Fixes

New Contributors

v0.14.15

Bug Fixes

Features

New Contributors

v0.14.14

Bug Fixes

Features

v0.14.13

Bug Fixes

v0.14.16 (2021-12-09)

Bug Fixes

Features

v0.14.15 (2021-11-16)

Bug Fixes

Features

v0.14.14 (2021-10-22)

Bug Fixes

Features

v0.14.13 (2021-09-16)

Greykite: A flexible, intuitive and fast forecasting library