Ansible collection to work with Multipass
Home Page: https://theko2fi.github.io/ansible-multipass-collection/branch/main/
License: GNU General Public License v3.0
Hello,
I trying to run collection inside a virtual environment, but when I run playbook I received the error: An exception occurred during task execution. To see the full traceback, use -vvv. The error was: ModuleNotFoundError: No module named 'ansible.errors'
My config:
virtual-venv: python 3.12.1
ansible config:
ansible [core 2.16.2]
config file = None
configured module search path = ['/home/pp/.ansible/plugins/modules', '/usr/share/ansible/plugins/modules']
ansible python module location = /home/pp/multipass/.venv/lib/python3.12/site-packages/ansible
ansible collection location = /home/pp/.ansible/collections:/usr/share/ansible/collections
executable location = /home/pp/multipass/.venv/bin/ansible
python version = 3.12.1 (main, Dec 10 2023, 15:07:36) [GCC 11.4.0] (/home/pp/multipass/.venv/bin/python3)
jinja version = 3.1.2
libyaml = True
My playbook:
---
- name: Create a Microk8s cluster with Multipass
hosts: localhost
tasks:
- name: Install Multipass
become: true
become_user: root
community.general.snap:
name: multipass
- name: Import config Multipass VMs parameters
ansible.builtin.include_vars:
file: nodes.yaml
- name: Create SSH-KEY based
community.crypto.openssh_keypair:
path: ".ssh/id_rsa"
type: rsa
size: 2048
state: present
- name: Create Multipass VMs
theko2fi.multipass.multipass_vm:
name: "{{ item.name }}"
cpus: "{{ item.cpus }}"
memory: "{{ item.memory }}"
disk: "{{ item.disk }}"
state: started
loop: "{{ nodes }}"
Tks,
Paulo
The error below show up when using the connection plugin to connect to existing virtual machine
On Linux system (multipass installed via snap), the connection plugin doesn't work. Consider the inventory.yml file below:
all:
hosts:
hale-swiftlet:
ansible_multipass_host: hale-swiftlet
ansible_connection: "theko2fi.multipass.multipass"
ansible_python_interpreter: "/usr/bin/python3"The command ansible all -i inventory.yml -m ping returns the error [error] [sftp] cannot open local file .... Permission denied as follows:
Because the temporary file (/home/ubuntu/.ansible/tmp/ansible-local-4936rocq2lkt/tmp5c9fmlar) created by Ansible is in a hidden folder which snaps can't access.
See:
Seems that galaxy installs are not working right now.
Detected on a MacOS, confirmed in a python container as shown below.
docker run -it python /bin/bash
pip install ansible
Command executed
root@080e7554031c:/# ansible --version
ansible [core 2.16.5]
config file = None
configured module search path = ['/root/.ansible/plugins/modules', '/usr/share/ansible/plugins/modules']
ansible python module location = /usr/local/lib/python3.12/site-packages/ansible
ansible collection location = /root/.ansible/collections:/usr/share/ansible/collections
executable location = /usr/local/bin/ansible
python version = 3.12.2 (main, Mar 12 2024, 08:01:18) [GCC 12.2.0] (/usr/local/bin/python)
jinja version = 3.1.3
libyaml = True
root@080e7554031c:/# ansible-galaxy collection install theko2fi.multipass
Starting galaxy collection install process
Process install dependency map
[WARNING]: Skipping Galaxy server https://galaxy.ansible.com. Got an unexpected error when
getting available versions of collection theko2fi.multipass: 'results'
ERROR! Unexpected Exception, this is probably a bug: 'results'
to see the full traceback, use -vvv
root@080e7554031c:/# ansible-galaxy collection install -vvv theko2fi.multipass
ansible-galaxy [core 2.16.5]
config file = None
configured module search path = ['/root/.ansible/plugins/modules', '/usr/share/ansible/plugins/modules']
ansible python module location = /usr/local/lib/python3.12/site-packages/ansible
ansible collection location = /root/.ansible/collections:/usr/share/ansible/collections
executable location = /usr/local/bin/ansible-galaxy
python version = 3.12.2 (main, Mar 12 2024, 08:01:18) [GCC 12.2.0] (/usr/local/bin/python)
jinja version = 3.1.3
libyaml = True
No config file found; using defaults
Starting galaxy collection install process
Found installed collection ibm.storage_virtualize:2.3.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/ibm/storage_virtualize'
Found installed collection awx.awx:23.9.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/awx/awx'
Found installed collection community.postgresql:3.4.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/postgresql'
Found installed collection cisco.ios:5.3.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/cisco/ios'
Found installed collection ibm.qradar:2.1.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/ibm/qradar'
Found installed collection cisco.aci:2.8.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/cisco/aci'
Found installed collection dellemc.unity:1.7.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/dellemc/unity'
Found installed collection community.hashi_vault:6.2.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/hashi_vault'
Found installed collection kubernetes.core:2.4.2 at '/usr/local/lib/python3.12/site-packages/ansible_collections/kubernetes/core'
Found installed collection fortinet.fortimanager:2.4.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/fortinet/fortimanager'
Found installed collection netbox.netbox:3.17.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/netbox/netbox'
Found installed collection azure.azcollection:1.19.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/azure/azcollection'
Found installed collection f5networks.f5_modules:1.28.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/f5networks/f5_modules'
Found installed collection infoblox.nios_modules:1.6.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/infoblox/nios_modules'
Found installed collection amazon.aws:7.4.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/amazon/aws'
Found installed collection community.routeros:2.14.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/routeros'
Found installed collection frr.frr:2.0.2 at '/usr/local/lib/python3.12/site-packages/ansible_collections/frr/frr'
Found installed collection ansible.utils:2.12.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/ansible/utils'
Found installed collection netapp.um_info:21.8.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/netapp/um_info'
Found installed collection community.general:8.5.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/general'
Found installed collection netapp.elementsw:21.7.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/netapp/elementsw'
Found installed collection splunk.es:2.1.2 at '/usr/local/lib/python3.12/site-packages/ansible_collections/splunk/es'
Found installed collection cisco.intersight:2.0.7 at '/usr/local/lib/python3.12/site-packages/ansible_collections/cisco/intersight'
Found installed collection netapp.aws:21.7.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/netapp/aws'
Found installed collection netapp.storagegrid:21.12.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/netapp/storagegrid'
Found installed collection community.hrobot:1.9.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/hrobot'
Found installed collection inspur.ispim:2.2.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/inspur/ispim'
Found installed collection vyos.vyos:4.1.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/vyos/vyos'
Found installed collection community.dns:2.8.3 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/dns'
Found installed collection gluster.gluster:1.0.2 at '/usr/local/lib/python3.12/site-packages/ansible_collections/gluster/gluster'
Found installed collection vmware.vmware_rest:2.3.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/vmware/vmware_rest'
Found installed collection dellemc.powerflex:2.2.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/dellemc/powerflex'
Found installed collection community.okd:2.3.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/okd'
Found installed collection cisco.ise:2.8.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/cisco/ise'
Found installed collection ansible.posix:1.5.4 at '/usr/local/lib/python3.12/site-packages/ansible_collections/ansible/posix'
Found installed collection community.sops:1.6.7 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/sops'
Found installed collection grafana.grafana:2.2.5 at '/usr/local/lib/python3.12/site-packages/ansible_collections/grafana/grafana'
Found installed collection cloud.common:2.1.4 at '/usr/local/lib/python3.12/site-packages/ansible_collections/cloud/common'
Found installed collection community.network:5.0.2 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/network'
Found installed collection netapp_eseries.santricity:1.4.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/netapp_eseries/santricity'
Found installed collection vultr.cloud:1.12.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/vultr/cloud'
Found installed collection community.mysql:3.9.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/mysql'
Found installed collection community.mongodb:1.7.2 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/mongodb'
Found installed collection hpe.nimble:1.1.4 at '/usr/local/lib/python3.12/site-packages/ansible_collections/hpe/nimble'
Found installed collection ansible.windows:2.3.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/ansible/windows'
Found installed collection cisco.meraki:2.17.2 at '/usr/local/lib/python3.12/site-packages/ansible_collections/cisco/meraki'
Found installed collection containers.podman:1.12.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/containers/podman'
Found installed collection cisco.mso:2.5.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/cisco/mso'
Found installed collection purestorage.flasharray:1.27.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/purestorage/flasharray'
Found installed collection community.proxysql:1.5.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/proxysql'
Found installed collection cloudscale_ch.cloud:2.3.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/cloudscale_ch/cloud'
Found installed collection openvswitch.openvswitch:2.1.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/openvswitch/openvswitch'
Found installed collection community.digitalocean:1.26.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/digitalocean'
Found installed collection inspur.sm:2.3.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/inspur/sm'
Found installed collection fortinet.fortios:2.3.5 at '/usr/local/lib/python3.12/site-packages/ansible_collections/fortinet/fortios'
Found installed collection dellemc.openmanage:8.7.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/dellemc/openmanage'
Found installed collection chocolatey.chocolatey:1.5.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/chocolatey/chocolatey'
Found installed collection theforeman.foreman:3.15.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/theforeman/foreman'
Found installed collection community.libvirt:1.3.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/libvirt'
Found installed collection community.zabbix:2.3.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/zabbix'
Found installed collection purestorage.flashblade:1.16.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/purestorage/flashblade'
Found installed collection community.windows:2.2.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/windows'
Found installed collection community.rabbitmq:1.2.3 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/rabbitmq'
Found installed collection lowlydba.sqlserver:2.3.2 at '/usr/local/lib/python3.12/site-packages/ansible_collections/lowlydba/sqlserver'
Found installed collection ibm.spectrum_virtualize:2.0.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/ibm/spectrum_virtualize'
Found installed collection community.sap_libs:1.4.2 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/sap_libs'
Found installed collection dellemc.enterprise_sonic:2.4.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/dellemc/enterprise_sonic'
Found installed collection community.vmware:4.2.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/vmware'
Found installed collection hetzner.hcloud:2.5.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/hetzner/hcloud'
Found installed collection cyberark.conjur:1.2.2 at '/usr/local/lib/python3.12/site-packages/ansible_collections/cyberark/conjur'
Found installed collection google.cloud:1.3.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/google/cloud'
Found installed collection community.library_inventory_filtering_v1:1.0.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/library_inventory_filtering_v1'
Found installed collection cisco.ucs:1.10.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/cisco/ucs'
Found installed collection cisco.dnac:6.13.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/cisco/dnac'
Found installed collection arista.eos:6.2.2 at '/usr/local/lib/python3.12/site-packages/ansible_collections/arista/eos'
Found installed collection community.sap:2.0.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/sap'
Found installed collection cisco.iosxr:6.1.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/cisco/iosxr'
Found installed collection cisco.asa:4.0.3 at '/usr/local/lib/python3.12/site-packages/ansible_collections/cisco/asa'
Found installed collection ngine_io.exoscale:1.1.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/ngine_io/exoscale'
Found installed collection netapp.azure:21.10.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/netapp/azure'
Found installed collection sensu.sensu_go:1.14.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/sensu/sensu_go'
Found installed collection openstack.cloud:2.2.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/openstack/cloud'
Found installed collection community.grafana:1.8.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/grafana'
Found installed collection telekom_mms.icinga_director:1.35.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/telekom_mms/icinga_director'
Found installed collection wti.remote:1.0.5 at '/usr/local/lib/python3.12/site-packages/ansible_collections/wti/remote'
Found installed collection netapp.ontap:22.10.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/netapp/ontap'
Found installed collection cyberark.pas:1.0.25 at '/usr/local/lib/python3.12/site-packages/ansible_collections/cyberark/pas'
Found installed collection check_point.mgmt:5.2.3 at '/usr/local/lib/python3.12/site-packages/ansible_collections/check_point/mgmt'
Found installed collection netapp.cloudmanager:21.22.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/netapp/cloudmanager'
Found installed collection t_systems_mms.icinga_director:2.0.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/t_systems_mms/icinga_director'
Found installed collection purestorage.fusion:1.6.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/purestorage/fusion'
Found installed collection ansible.netcommon:5.3.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/ansible/netcommon'
Found installed collection ngine_io.cloudstack:2.3.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/ngine_io/cloudstack'
Found installed collection ovirt.ovirt:3.2.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/ovirt/ovirt'
Found installed collection community.docker:3.8.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/docker'
Found installed collection community.ciscosmb:1.0.7 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/ciscosmb'
Found installed collection microsoft.ad:1.5.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/microsoft/ad'
Found installed collection junipernetworks.junos:5.3.1 at '/usr/local/lib/python3.12/site-packages/ansible_collections/junipernetworks/junos'
Found installed collection infinidat.infinibox:1.4.3 at '/usr/local/lib/python3.12/site-packages/ansible_collections/infinidat/infinibox'
Found installed collection community.aws:7.1.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/aws'
Found installed collection community.crypto:2.18.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/crypto'
Found installed collection community.azure:2.0.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/community/azure'
Found installed collection cisco.nxos:5.3.0 at '/usr/local/lib/python3.12/site-packages/ansible_collections/cisco/nxos'
Process install dependency map
Opened /root/.ansible/galaxy_token
[WARNING]: Skipping Galaxy server https://galaxy.ansible.com/api/. Got an unexpected error
when getting available versions of collection theko2fi.multipass: 'results'
ERROR! Unexpected Exception, this is probably a bug: 'results'
the full traceback was:
Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/ansible/cli/__init__.py", line 659, in cli_executor
exit_code = cli.run()
^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/ansible/cli/galaxy.py", line 749, in run
return context.CLIARGS['func']()
^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/ansible/cli/galaxy.py", line 120, in method_wrapper
return wrapped_method(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/ansible/cli/galaxy.py", line 1409, in execute_install
self._execute_install_collection(
File "/usr/local/lib/python3.12/site-packages/ansible/cli/galaxy.py", line 1458, in _execute_install_collection
install_collections(
File "/usr/local/lib/python3.12/site-packages/ansible/galaxy/collection/__init__.py", line 727, in install_collections
dependency_map = _resolve_depenency_map(
^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/ansible/galaxy/collection/__init__.py", line 1837, in _resolve_depenency_map
return collection_dep_resolver.resolve(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/resolvelib/resolvers.py", line 546, in resolve
state = resolution.resolve(requirements, max_rounds=max_rounds)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/resolvelib/resolvers.py", line 397, in resolve
self._add_to_criteria(self.state.criteria, r, parent=None)
File "/usr/local/lib/python3.12/site-packages/resolvelib/resolvers.py", line 148, in _add_to_criteria
matches = self._p.find_matches(
^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/ansible/galaxy/dependency_resolution/providers.py", line 478, in find_matches
match for match in self._find_matches(list(requirements[identifier]))
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/ansible/galaxy/dependency_resolution/providers.py", line 254, in _find_matches
coll_versions = [] if preinstalled_candidates else self._api_proxy.get_collection_versions(first_req) # type: t.Iterable[t.Tuple[str, GalaxyAPI]]
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/ansible/galaxy/collection/galaxy_api_proxy.py", line 107, in get_collection_versions
return set(
^^^^
File "/usr/local/lib/python3.12/site-packages/ansible/galaxy/collection/galaxy_api_proxy.py", line 107, in <genexpr>
return set(
^
File "/usr/local/lib/python3.12/site-packages/ansible/galaxy/collection/galaxy_api_proxy.py", line 88, in _get_collection_versions
raise last_error
File "/usr/local/lib/python3.12/site-packages/ansible/galaxy/collection/galaxy_api_proxy.py", line 67, in _get_collection_versions
versions = api.get_collection_versions(requirement.namespace, requirement.name)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/ansible/galaxy/api.py", line 137, in wrapped
return method(self, *args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/ansible/galaxy/api.py", line 866, in get_collection_versions
data = self._call_galaxy(versions_url, error_context_msg=error_context_msg, cache=True, cache_key=cache_key)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/ansible/module_utils/api.py", line 170, in run_function
return call_retryable_function()
^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/ansible/galaxy/api.py", line 382, in _call_galaxy
res = path_cache['results']
~~~~~~~~~~^^^^^^^^^^^
KeyError: 'results'
Workaround identified:
root@080e7554031c:/# export ANSIBLE_GALAXY_SERVER="https://old-galaxy.ansible.com/"
root@080e7554031c:/# ansible-galaxy collection install theko2fi.multipass
Starting galaxy collection install process
Process install dependency map
Starting collection install process
Downloading https://old-galaxy.ansible.com/download/theko2fi-multipass-0.2.0.tar.gz to /root/.ansible/tmp/ansible-local-2948saju__/tmp37iiglh0/theko2fi-multipass-0.2.0-hzq72xgl
Installing 'theko2fi.multipass:0.2.0' to '/root/.ansible/collections/ansible_collections/theko2fi/multipass'
theko2fi.multipass:0.2.0 was installed successfully
Seems to be related to the "new" Galaxy
https://forum.ansible.com/t/new-ansible-galaxy/1155
Got the error below on a VM start task:
This is a bug at the underlying multipass info command level. It's related to the Multipass project (See canonical/multipass#3252 (comment) ).
However, I'm going to commit a workaround.
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
Django
The Web framework for perfectionists with deadlines.
Laravel
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
Microsoft
Open source projects and samples from Microsoft.
Google
Google ❤️ Open Source for everyone.
Alibaba
Alibaba Open Source for everyone
D3
Data-Driven Documents codes.
Tencent
China tencent open source team.