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fix: Fix the go build and use CgoArrowAllocator to prevent incorrect …
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…garbage collection (#2919)

* Temp fix

Signed-off-by: Kevin Zhang <[email protected]>

* Temp fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* add dynamic linking flags

Signed-off-by: Kevin Zhang <[email protected]>

* Update gitignore

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix workflows

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>

* fix

Signed-off-by: Kevin Zhang <[email protected]>

* Fix

Signed-off-by: Kevin Zhang <[email protected]>
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kevjumba committed Jul 18, 2022
1 parent 5167f60 commit f4f4894
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Showing 12 changed files with 114 additions and 27 deletions.
12 changes: 12 additions & 0 deletions .github/workflows/build_wheels.yml
Original file line number Diff line number Diff line change
Expand Up @@ -62,6 +62,18 @@ jobs:
registry-url: 'https://registry.npmjs.org'
- name: Build UI
run: make build-ui
- name: Install apache-arrow on ubuntu
if: matrix.os == 'ubuntu-latest'
run: |
sudo apt update
sudo apt install -y -V ca-certificates lsb-release wget
wget https://apache.jfrog.io/artifactory/arrow/$(lsb_release --id --short | tr 'A-Z' 'a-z')/apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt install -y -V ./apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt update
sudo apt install -y -V libarrow-dev
- name: Install apache-arrow on macos
if: matrix.os == 'macOS-latest'
run: brew install apache-arrow
- name: Build wheels
uses: pypa/[email protected]
env:
Expand Down
18 changes: 16 additions & 2 deletions .github/workflows/linter.yml
Original file line number Diff line number Diff line change
Expand Up @@ -39,6 +39,14 @@ jobs:
${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-pip-
- name: Install pip-tools
run: pip install pip-tools
- name: Install apache-arrow on ubuntu
run: |
sudo apt update
sudo apt install -y -V ca-certificates lsb-release wget
wget https://apache.jfrog.io/artifactory/arrow/$(lsb_release --id --short | tr 'A-Z' 'a-z')/apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt install -y -V ./apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt update
sudo apt install -y -V libarrow-dev
- name: Install dependencies
run: |
make compile-protos-go
Expand All @@ -63,7 +71,13 @@ jobs:
- name: Upgrade pip version
run: |
pip install --upgrade "pip>=21.3.1,<22.1"
- name: Install dependencies
run: make install-go-proto-dependencies
- name: Install apache-arrow on ubuntu
run: |
sudo apt update
sudo apt install -y -V ca-certificates lsb-release wget
wget https://apache.jfrog.io/artifactory/arrow/$(lsb_release --id --short | tr 'A-Z' 'a-z')/apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt install -y -V ./apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt update
sudo apt install -y -V libarrow-dev
- name: Lint go
run: make lint-go
12 changes: 12 additions & 0 deletions .github/workflows/master_only.yml
Original file line number Diff line number Diff line change
Expand Up @@ -127,6 +127,18 @@ jobs:
${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-pip-
- name: Install pip-tools
run: pip install pip-tools
- name: Install apache-arrow on ubuntu
if: matrix.os == 'ubuntu-latest'
run: |
sudo apt update
sudo apt install -y -V ca-certificates lsb-release wget
wget https://apache.jfrog.io/artifactory/arrow/$(lsb_release --id --short | tr 'A-Z' 'a-z')/apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt install -y -V ./apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt update
sudo apt install -y -V libarrow-dev
- name: Install apache-arrow on macos
if: matrix.os == 'macOS-latest'
run: brew install apache-arrow
- name: Install dependencies
run: make install-python-ci-dependencies
- name: Setup Redis Cluster
Expand Down
12 changes: 12 additions & 0 deletions .github/workflows/pr_integration_tests.yml
Original file line number Diff line number Diff line change
Expand Up @@ -153,6 +153,18 @@ jobs:
${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-pip-
- name: Install pip-tools
run: pip install pip-tools
- name: Install apache-arrow on ubuntu
if: matrix.os == 'ubuntu-latest'
run: |
sudo apt update
sudo apt install -y -V ca-certificates lsb-release wget
wget https://apache.jfrog.io/artifactory/arrow/$(lsb_release --id --short | tr 'A-Z' 'a-z')/apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt install -y -V ./apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt update
sudo apt install -y -V libarrow-dev
- name: Install apache-arrow on macos
if: matrix.os == 'macOS-latest'
run: brew install apache-arrow
- name: Install dependencies
run: make install-python-ci-dependencies
- name: Setup Redis Cluster
Expand Down
24 changes: 20 additions & 4 deletions .github/workflows/unit_tests.yml
Original file line number Diff line number Diff line change
Expand Up @@ -54,6 +54,18 @@ jobs:
${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-pip-
- name: Install pip-tools
run: pip install pip-tools
- name: Install apache-arrow on ubuntu
if: matrix.os == 'ubuntu-latest'
run: |
sudo apt update
sudo apt install -y -V ca-certificates lsb-release wget
wget https://apache.jfrog.io/artifactory/arrow/$(lsb_release --id --short | tr 'A-Z' 'a-z')/apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt install -y -V ./apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt update
sudo apt install -y -V libarrow-dev
- name: Install apache-arrow on macos
if: matrix.os == 'macOS-latest'
run: brew install apache-arrow
- name: Install dependencies
run: make install-python-ci-dependencies
- name: Test Python
Expand Down Expand Up @@ -92,9 +104,13 @@ jobs:
uses: actions/setup-go@v2
with:
go-version: 1.18.0
- name: Install dependencies
run: make install-go-proto-dependencies
- name: Compile protos
run: make compile-protos-go
- name: Install apache-arrow on ubuntu
run: |
sudo apt update
sudo apt install -y -V ca-certificates lsb-release wget
wget https://apache.jfrog.io/artifactory/arrow/$(lsb_release --id --short | tr 'A-Z' 'a-z')/apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt install -y -V ./apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt update
sudo apt install -y -V libarrow-dev
- name: Test
run: make test-go
19 changes: 11 additions & 8 deletions Makefile
Original file line number Diff line number Diff line change
Expand Up @@ -172,12 +172,12 @@ install-go-proto-dependencies:
install-go-ci-dependencies:
# TODO: currently gopy installation doesn't work w/o explicit go get in the next line
# TODO: there should be a better way to install gopy
go get github.com/go-python/[email protected].0
go get github.com/go-python/[email protected].4
go install golang.org/x/tools/cmd/goimports
# The `go get` command on the previous lines download the lib along with replacing the dep to `feast-dev/gopy`
# but the following command is needed to install it for some reason.
go install github.com/go-python/gopy
python -m pip install pybindgen==0.22.0
python -m pip install pybindgen==0.22.0 protobuf==3.20.1

install-protoc-dependencies:
pip install grpcio-tools==1.47.0 mypy-protobuf==3.1.0
Expand All @@ -186,18 +186,21 @@ compile-protos-go: install-go-proto-dependencies install-protoc-dependencies
python setup.py build_go_protos

compile-go-lib: install-go-proto-dependencies install-go-ci-dependencies
COMPILE_GO=True python setup.py build_ext --inplace
CGO_LDFLAGS_ALLOW=".*" COMPILE_GO=True python setup.py build_ext --inplace

# Needs feast package to setup the feature store
test-go: compile-protos-go
install-feast-ci-locally:
pip install -e ".[ci]"
go test ./...

# Needs feast package to setup the feature store
# CGO flag is due to this issue: https://github.com/golang/go/wiki/InvalidFlag
test-go: compile-protos-go compile-go-lib install-feast-ci-locally
CGO_LDFLAGS_ALLOW=".*" go test -tags cgo,ccalloc ./...

format-go:
gofmt -s -w go/

lint-go: compile-protos-go
go vet ./go/internal/feast ./go/embedded
lint-go: compile-protos-go compile-go-lib
go vet -tags cgo,ccalloc ./go/internal/feast ./go/embedded

# Docker

Expand Down
16 changes: 14 additions & 2 deletions docs/reference/feature-servers/go-feature-retrieval.md
Original file line number Diff line number Diff line change
Expand Up @@ -16,8 +16,20 @@ However, some additional dependencies are required for Go <-> Python interoperab
```
pip install feast[go]
```
You will also have to install the apache-arrow c++ libraries, since we use the cgo memory allocator to prevent memory from being incorrectly garbage collected, detailed in these [docs](https://pkg.go.dev/github.com/apache/arrow/go/[email protected]/cdata#ExportArrowRecordBatch).

For developers, if you want to build from source, run `make compile-go-lib` to build and compile the go server.
For macos, run `brew install apache-arrow`.
For linux users, you have to install `libarrow-dev`.
```
sudo apt update
sudo apt install -y -V ca-certificates lsb-release wget
wget https://apache.jfrog.io/artifactory/arrow/$(lsb_release --id --short | tr 'A-Z' 'a-z')/apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt install -y -V ./apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb
sudo apt update
sudo apt install -y -V libarrow-dev # For C++
```

For developers, if you want to build from source, run `make compile-go-lib` to build and compile the go server. In order to build the go binaries, you will need to install the `apache-arrow` c++ libraries.

## Usage

Expand Down Expand Up @@ -63,7 +75,7 @@ feature_server:
emit_timeout_micro_secs: 10000
queue_capacity: 10000
```
All these parameters are optional.
All these parameters are optional.

## Future/Current Work

Expand Down
8 changes: 4 additions & 4 deletions go.mod
Original file line number Diff line number Diff line change
Expand Up @@ -2,12 +2,10 @@ module github.com/feast-dev/feast

go 1.17

replace github.com/go-python/gopy v0.4.0 => github.com/feast-dev/gopy v0.4.1-0.20220429180328-4257ac71a4d0

require (
github.com/apache/arrow/go/v8 v8.0.0
github.com/ghodss/yaml v1.0.0
github.com/go-python/gopy v0.4.0
github.com/go-python/gopy v0.4.4
github.com/go-redis/redis/v8 v8.11.4
github.com/golang/protobuf v1.5.2
github.com/google/uuid v1.3.0
Expand All @@ -28,6 +26,8 @@ require (
github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f // indirect
github.com/goccy/go-json v0.9.6 // indirect
github.com/golang/snappy v0.0.4 // indirect
github.com/gonuts/commander v0.1.0 // indirect
github.com/gonuts/flag v0.1.0 // indirect
github.com/google/flatbuffers v2.0.6+incompatible // indirect
github.com/klauspost/asmfmt v1.3.2 // indirect
github.com/klauspost/compress v1.15.1 // indirect
Expand All @@ -38,7 +38,7 @@ require (
github.com/pmezard/go-difflib v1.0.0 // indirect
github.com/zeebo/xxh3 v1.0.2 // indirect
golang.org/x/exp v0.0.0-20220407100705-7b9b53b0aca4 // indirect
golang.org/x/mod v0.6.0-dev.0.20220106191415-9b9b3d81d5e3 // indirect
golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4 // indirect
golang.org/x/net v0.0.0-20220407224826-aac1ed45d8e3 // indirect
golang.org/x/sys v0.0.0-20220412211240-33da011f77ad // indirect
golang.org/x/text v0.3.7 // indirect
Expand Down
9 changes: 6 additions & 3 deletions go.sum
Original file line number Diff line number Diff line change
Expand Up @@ -87,8 +87,6 @@ github.com/envoyproxy/go-control-plane v0.9.10-0.20210907150352-cf90f659a021/go.
github.com/envoyproxy/go-control-plane v0.10.2-0.20220325020618-49ff273808a1/go.mod h1:KJwIaB5Mv44NWtYuAOFCVOjcI94vtpEz2JU/D2v6IjE=
github.com/envoyproxy/protoc-gen-validate v0.1.0/go.mod h1:iSmxcyjqTsJpI2R4NaDN7+kN2VEUnK/pcBlmesArF7c=
github.com/fatih/color v1.7.0/go.mod h1:Zm6kSWBoL9eyXnKyktHP6abPY2pDugNf5KwzbycvMj4=
github.com/feast-dev/gopy v0.4.1-0.20220429180328-4257ac71a4d0 h1:Go714ObVP1O+a6qK7haXVL28QNm6WMD8bwnN9EA8PlM=
github.com/feast-dev/gopy v0.4.1-0.20220429180328-4257ac71a4d0/go.mod h1:ZO6vpitQ61NVoQP/2yOubPS6ET5pP3CAWCiMYn5eqCc=
github.com/fogleman/gg v1.2.1-0.20190220221249-0403632d5b90/go.mod h1:R/bRT+9gY/C5z7JzPU0zXsXHKM4/ayA+zqcVNZzPa1k=
github.com/fogleman/gg v1.3.0/go.mod h1:R/bRT+9gY/C5z7JzPU0zXsXHKM4/ayA+zqcVNZzPa1k=
github.com/franela/goblin v0.0.0-20200105215937-c9ffbefa60db/go.mod h1:7dvUGVsVBjqR7JHJk0brhHOZYGmfBYOrK0ZhYMEtBr4=
Expand All @@ -112,6 +110,8 @@ github.com/go-logfmt/logfmt v0.3.0/go.mod h1:Qt1PoO58o5twSAckw1HlFXLmHsOX5/0LbT9
github.com/go-logfmt/logfmt v0.4.0/go.mod h1:3RMwSq7FuexP4Kalkev3ejPJsZTpXXBr9+V4qmtdjCk=
github.com/go-logfmt/logfmt v0.5.0/go.mod h1:wCYkCAKZfumFQihp8CzCvQ3paCTfi41vtzG1KdI/P7A=
github.com/go-logr/logr v0.4.0/go.mod h1:z6/tIYblkpsD+a4lm/fGIIU9mZ+XfAiaFtq7xTgseGU=
github.com/go-python/gopy v0.4.4 h1:3LTsrfVcmg2VEM6wU+eh4d9EZn5H2iogObXjiQHrF8Q=
github.com/go-python/gopy v0.4.4/go.mod h1:tlA/KcD7rM8B+NQJR4SASwiinfKY0aiMFanHszR8BZA=
github.com/go-redis/redis/v8 v8.11.4 h1:kHoYkfZP6+pe04aFTnhDH6GDROa5yJdHJVNxV3F46Tg=
github.com/go-redis/redis/v8 v8.11.4/go.mod h1:2Z2wHZXdQpCDXEGzqMockDpNyYvi2l4Pxt6RJr792+w=
github.com/go-sql-driver/mysql v1.4.0/go.mod h1:zAC/RDZ24gD3HViQzih4MyKcchzm+sOG5ZlKdlhCg5w=
Expand Down Expand Up @@ -147,7 +147,9 @@ github.com/golang/protobuf v1.5.2/go.mod h1:XVQd3VNwM+JqD3oG2Ue2ip4fOMUkwXdXDdiu
github.com/golang/snappy v0.0.0-20180518054509-2e65f85255db/go.mod h1:/XxbfmMg8lxefKM7IXC3fBNl/7bRcc72aCRzEWrmP2Q=
github.com/golang/snappy v0.0.4 h1:yAGX7huGHXlcLOEtBnF4w7FQwA26wojNCwOYAEhLjQM=
github.com/golang/snappy v0.0.4/go.mod h1:/XxbfmMg8lxefKM7IXC3fBNl/7bRcc72aCRzEWrmP2Q=
github.com/gonuts/commander v0.1.0 h1:EcDTiVw9oAVORFjQOEOuHQqcl6OXMyTgELocTq6zJ0I=
github.com/gonuts/commander v0.1.0/go.mod h1:qkb5mSlcWodYgo7vs8ulLnXhfinhZsZcm6+H/z1JjgY=
github.com/gonuts/flag v0.1.0 h1:fqMv/MZ+oNGu0i9gp0/IQ/ZaPIDoAZBOBaJoV7viCWM=
github.com/gonuts/flag v0.1.0/go.mod h1:ZTmTGtrSPejTo/SRNhCqwLTmiAgyBdCkLYhHrAoBdz4=
github.com/google/btree v0.0.0-20180813153112-4030bb1f1f0c/go.mod h1:lNA+9X1NB3Zf8V7Ke586lFgjr2dZNuvo3lPJSGZ5JPQ=
github.com/google/btree v1.0.0/go.mod h1:lNA+9X1NB3Zf8V7Ke586lFgjr2dZNuvo3lPJSGZ5JPQ=
Expand Down Expand Up @@ -439,8 +441,9 @@ golang.org/x/mod v0.5.1/go.mod h1:5OXOZSfqPIIbmVBIIKWRFfZjPR0E5r58TLhUjH0a2Ro=
golang.org/x/mod v0.5.1/go.mod h1:5OXOZSfqPIIbmVBIIKWRFfZjPR0E5r58TLhUjH0a2Ro=
golang.org/x/mod v0.6.0-dev.0.20211013180041-c96bc1413d57/go.mod h1:3p9vT2HGsQu2K1YbXdKPJLVgG5VJdoTa1poYQBtP1AY=
golang.org/x/mod v0.6.0-dev.0.20211013180041-c96bc1413d57/go.mod h1:3p9vT2HGsQu2K1YbXdKPJLVgG5VJdoTa1poYQBtP1AY=
golang.org/x/mod v0.6.0-dev.0.20220106191415-9b9b3d81d5e3 h1:kQgndtyPBW/JIYERgdxfwMYh3AVStj88WQTlNDi2a+o=
golang.org/x/mod v0.6.0-dev.0.20220106191415-9b9b3d81d5e3/go.mod h1:3p9vT2HGsQu2K1YbXdKPJLVgG5VJdoTa1poYQBtP1AY=
golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4 h1:6zppjxzCulZykYSLyVDYbneBfbaBIQPYMevg0bEwv2s=
golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4/go.mod h1:jJ57K6gSWd91VN4djpZkiMVwK6gcyfeH4XE8wZrZaV4=
golang.org/x/net v0.0.0-20180724234803-3673e40ba225/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
golang.org/x/net v0.0.0-20180826012351-8a410e7b638d/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
golang.org/x/net v0.0.0-20180906233101-161cd47e91fd/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
Expand Down
2 changes: 1 addition & 1 deletion go/embedded/online_features.go
Original file line number Diff line number Diff line change
Expand Up @@ -180,7 +180,7 @@ func (s *OnlineFeatureService) GetOnlineFeatures(

outputFields := make([]arrow.Field, 0)
outputColumns := make([]arrow.Array, 0)
pool := memory.NewGoAllocator()
pool := memory.NewCgoArrowAllocator()
for _, featureVector := range resp {
outputFields = append(outputFields,
arrow.Field{
Expand Down
4 changes: 2 additions & 2 deletions go/internal/feast/onlinestore/sqliteonlinestore_test.go
Original file line number Diff line number Diff line change
Expand Up @@ -17,9 +17,9 @@ import (
func TestSqliteAndFeatureRepoSetup(t *testing.T) {
dir := t.TempDir()
feature_repo_path := filepath.Join(dir, "feature_repo")

err := test.SetupCleanFeatureRepo(dir)
assert.Nil(t, err)

config, err := registry.NewRepoConfigFromFile(feature_repo_path)
assert.Nil(t, err)
assert.Equal(t, "feature_repo", config.Project)
Expand All @@ -37,9 +37,9 @@ func TestSqliteOnlineRead(t *testing.T) {
dir := t.TempDir()
feature_repo_path := filepath.Join(dir, "feature_repo")
test.SetupCleanFeatureRepo(dir)

config, err := registry.NewRepoConfigFromFile(feature_repo_path)
assert.Nil(t, err)

store, err := NewSqliteOnlineStore("feature_repo", config, config.OnlineStore)
defer store.Destruct()
assert.Nil(t, err)
Expand Down
5 changes: 4 additions & 1 deletion setup.py
Original file line number Diff line number Diff line change
Expand Up @@ -430,7 +430,7 @@ def build_extension(self, ext: Extension):
destination = os.path.dirname(os.path.abspath(self.get_ext_fullpath(ext.name)))
subprocess.check_call(["go", "install", "golang.org/x/tools/cmd/goimports"],
env={"PATH": bin_path, **go_env})
subprocess.check_call(["go", "get", "github.com/go-python/[email protected].0"],
subprocess.check_call(["go", "get", "github.com/go-python/[email protected].4"],
env={"PATH": bin_path, **go_env})
subprocess.check_call(["go", "install", "github.com/go-python/gopy"],
env={"PATH": bin_path, **go_env})
Expand All @@ -442,6 +442,9 @@ def build_extension(self, ext: Extension):
destination,
"-vm",
sys.executable,
"--build-tags",
'cgo,ccalloc',
"--dynamic-link=True",
"-no-make",
*ext.sources,
],
Expand Down

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