envd
ignite
envd | ignite | |
---|---|---|
31 | 20 | |
1,919 | 3,473 | |
0.9% | - | |
8.8 | 0.0 | |
5 days ago | 8 months ago | |
Go | Go | |
Apache License 2.0 | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
envd
- Show HN: Dockerfile Alternative for AI/ML
- Show HN: Reproducible Development Environment for LLM
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20x Faster as the Beginning: Introducing pgvecto.rs extension written in Rust
envd - A command-line tool that helps you create the container-based environment for AI/ML, from development to the production. Python is all you need to know to use this tool.
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Launching ModelZ Beta!
Contribute to open source projects: Modelz is built on top of envd, mosec, modelz-llm and many other open source projects. If you're interested in contributing to these projects, you can check out their GitHub repositories and start contributing.
- Kubernetes for Data Science with Kubeflow
- Show HN: Reproducible development environments using starlark, without Nix
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Kubeflow, Jupyter notebook online. Question to community [D]
Maybe you can have a look at https://github.com/tensorchord/envd. You can deploy it to kubernetes, and use vsvocde-remote-ssh or jupyter with the pod.
- Show HN: envd – development environment for AI/ML, based on Docker buildkit
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This Week In Python
envd – Development environment for AI/ML, based on buildkit
- GitHub - tensorchord/envd: 🏕️ Development environment for machine learning
ignite
-
Firecracker internals: deep dive inside the technology powering AWS Lambda(2021)
Not a drop-in replacement: the OCI image entry point is not automatically executed. https://github.com/weaveworks/ignite/issues/874 (issue opened in 2021).
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Security hardening for Torrent and eDonkey
Resource usage. Running a full VM to execute only two processes is a big waste of the limited resources of my server (8GB RAM, Celeron processor). I searched and I found something to limit the resource usage and minimize the attack surface of the guest OS: Weave Ignite/Firecracker/MicroVMs.
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KubeFire : Créer et gèrer des clusters Kubernetes en utilisant des microVMs avec Firecracker …
root@kubefire:~# kubefire install INFO[2022-11-11T11:46:13Z] downloading https://raw.githubusercontent.com/innobead/kubefire/v0.3.8/scripts/install-prerequisites.sh to save /root/.kubefire/bin/v0.3.8/install-prerequisites.sh force=false version=v0.3.8 INFO[2022-11-11T11:46:14Z] running script (install-prerequisites.sh) version=v0.3.8 INFO[2022-11-11T11:46:14Z] running /root/.kubefire/bin/v0.3.8/install-prerequisites.sh version=v0.3.8 INFO[2022-11-11T11:46:14Z] + TMP_DIR=/tmp/kubefire INFO[2022-11-11T11:46:14Z] ++ go env GOARCH INFO[2022-11-11T11:46:14Z] ++ echo amd64 INFO[2022-11-11T11:46:14Z] + GOARCH=amd64 INFO[2022-11-11T11:46:14Z] + KUBEFIRE_VERSION=v0.3.8 INFO[2022-11-11T11:46:14Z] + CONTAINERD_VERSION=v1.6.6 + IGNITE_VERION=v0.10.0 INFO[2022-11-11T11:46:14Z] + CNI_VERSION=v1.1.1 + RUNC_VERSION=v1.1.3 INFO[2022-11-11T11:46:14Z] + '[' -z v0.3.8 ']' + '[' -z v1.6.6 ']' + '[' -z v0.10.0 ']' + '[' -z v1.1.1 ']' + '[' -z v1.1.3 ']' INFO[2022-11-11T11:46:14Z] ++ sed -E 's/(v[0-9]+\.[0-9]+\.[0-9]+)[a-zA-Z0-9\-]*/\1/g' INFO[2022-11-11T11:46:14Z] +++ echo v0.3.8 INFO[2022-11-11T11:46:14Z] + STABLE_KUBEFIRE_VERSION=v0.3.8 INFO[2022-11-11T11:46:14Z] + rm -rf /tmp/kubefire INFO[2022-11-11T11:46:14Z] + mkdir -p /tmp/kubefire INFO[2022-11-11T11:46:14Z] + pushd /tmp/kubefire /tmp/kubefire /root INFO[2022-11-11T11:46:14Z] + trap cleanup EXIT ERR INT TERM INFO[2022-11-11T11:46:14Z] + check_virtualization + _is_arm_arch INFO[2022-11-11T11:46:14Z] + uname -m INFO[2022-11-11T11:46:14Z] + grep aarch64 INFO[2022-11-11T11:46:14Z] + return 1 INFO[2022-11-11T11:46:14Z] + lscpu INFO[2022-11-11T11:46:14Z] + grep 'Virtuali[s|z]ation' INFO[2022-11-11T11:46:14Z] Virtualization: VT-x Virtualization type: full INFO[2022-11-11T11:46:14Z] + lsmod INFO[2022-11-11T11:46:14Z] + grep kvm INFO[2022-11-11T11:46:14Z] kvm_intel 372736 0 kvm 1028096 1 kvm_intel INFO[2022-11-11T11:46:14Z] + install_runc + _check_version /usr/local/bin/runc -version v1.1.3 INFO[2022-11-11T11:46:14Z] + set +o pipefail + local exec_name=/usr/local/bin/runc + local exec_version_cmd=-version + local version=v1.1.3 + command -v /usr/local/bin/runc + return 1 + _is_arm_arch INFO[2022-11-11T11:46:14Z] + uname -m INFO[2022-11-11T11:46:14Z] + grep aarch64 INFO[2022-11-11T11:46:14Z] + return 1 INFO[2022-11-11T11:46:14Z] + curl -sfSL https://github.com/opencontainers/runc/releases/download/v1.1.3/runc.amd64 -o runc INFO[2022-11-11T11:46:14Z] + chmod +x runc INFO[2022-11-11T11:46:14Z] + sudo mv runc /usr/local/bin/ INFO[2022-11-11T11:46:14Z] + install_containerd + _check_version /usr/local/bin/containerd --version v1.6.6 INFO[2022-11-11T11:46:14Z] + set +o pipefail + local exec_name=/usr/local/bin/containerd + local exec_version_cmd=--version + local version=v1.6.6 + command -v /usr/local/bin/containerd + return 1 + local version=1.6.6 + local dir=containerd-1.6.6 + _is_arm_arch INFO[2022-11-11T11:46:14Z] + uname -m INFO[2022-11-11T11:46:14Z] + grep aarch64 INFO[2022-11-11T11:46:14Z] + return 1 INFO[2022-11-11T11:46:14Z] + curl -sfSLO https://github.com/containerd/containerd/releases/download/v1.6.6/containerd-1.6.6-linux-amd64.tar.gz INFO[2022-11-11T11:46:15Z] + mkdir -p containerd-1.6.6 INFO[2022-11-11T11:46:15Z] + tar -zxvf containerd-1.6.6-linux-amd64.tar.gz -C containerd-1.6.6 INFO[2022-11-11T11:46:15Z] bin/ bin/containerd-shim INFO[2022-11-11T11:46:15Z] bin/containerd INFO[2022-11-11T11:46:16Z] bin/containerd-shim-runc-v1 INFO[2022-11-11T11:46:16Z] bin/containerd-stress INFO[2022-11-11T11:46:16Z] bin/containerd-shim-runc-v2 INFO[2022-11-11T11:46:16Z] bin/ctr INFO[2022-11-11T11:46:17Z] + chmod +x containerd-1.6.6/bin/containerd containerd-1.6.6/bin/containerd-shim containerd-1.6.6/bin/containerd-shim-runc-v1 containerd-1.6.6/bin/containerd-shim-runc-v2 containerd-1.6.6/bin/containerd-stress containerd-1.6.6/bin/ctr INFO[2022-11-11T11:46:17Z] + sudo mv containerd-1.6.6/bin/containerd containerd-1.6.6/bin/containerd-shim containerd-1.6.6/bin/containerd-shim-runc-v1 containerd-1.6.6/bin/containerd-shim-runc-v2 containerd-1.6.6/bin/containerd-stress containerd-1.6.6/bin/ctr /usr/local/bin/ INFO[2022-11-11T11:46:17Z] + curl -sfSLO https://raw.githubusercontent.com/containerd/containerd/v1.6.6/containerd.service INFO[2022-11-11T11:46:17Z] + sudo groupadd containerd INFO[2022-11-11T11:46:17Z] + sudo mv containerd.service /etc/systemd/system/containerd.service INFO[2022-11-11T11:46:17Z] ++ command -v chgrp INFO[2022-11-11T11:46:17Z] ++ tr -d '\n' INFO[2022-11-11T11:46:17Z] + chgrp_path=/usr/bin/chgrp INFO[2022-11-11T11:46:17Z] + sudo sed -i -E 's#(ExecStart=/usr/local/bin/containerd)#\1\nExecStartPost=/usr/bin/chgrp containerd /run/containerd/containerd.sock#g' /etc/systemd/system/containerd.service INFO[2022-11-11T11:46:17Z] + sudo mkdir -p /etc/containerd INFO[2022-11-11T11:46:17Z] + containerd config default INFO[2022-11-11T11:46:17Z] + sudo tee /etc/containerd/config.toml INFO[2022-11-11T11:46:17Z] + sudo systemctl enable --now containerd INFO[2022-11-11T11:46:17Z] Created symlink /etc/systemd/system/multi-user.target.wants/containerd.service → /etc/systemd/system/containerd.service. INFO[2022-11-11T11:46:17Z] + install_cni + _check_version /opt/cni/bin/bridge --version v1.1.1 + set +o pipefail INFO[2022-11-11T11:46:17Z] + local exec_name=/opt/cni/bin/bridge + local exec_version_cmd=--version + local version=v1.1.1 + command -v /opt/cni/bin/bridge INFO[2022-11-11T11:46:17Z] + return 1 INFO[2022-11-11T11:46:17Z] + mkdir -p /opt/cni/bin INFO[2022-11-11T11:46:17Z] + local f=https://github.com/containernetworking/plugins/releases/download/v1.1.1/cni-plugins-linux-amd64-v1.1.1.tgz + _is_arm_arch INFO[2022-11-11T11:46:17Z] + uname -m INFO[2022-11-11T11:46:17Z] + grep aarch64 INFO[2022-11-11T11:46:17Z] + return 1 INFO[2022-11-11T11:46:17Z] + curl -sfSL https://github.com/containernetworking/plugins/releases/download/v1.1.1/cni-plugins-linux-amd64-v1.1.1.tgz INFO[2022-11-11T11:46:17Z] + tar -C /opt/cni/bin -xz INFO[2022-11-11T11:46:19Z] + install_cni_patches + _is_arm_arch INFO[2022-11-11T11:46:19Z] + uname -m INFO[2022-11-11T11:46:19Z] + grep aarch64 INFO[2022-11-11T11:46:19Z] + return 1 + curl -o host-local-rev -sfSL https://github.com/innobead/kubefire/releases/download/v0.3.8/host-local-rev-linux-amd64 INFO[2022-11-11T11:46:19Z] + chmod +x host-local-rev INFO[2022-11-11T11:46:19Z] + sudo mv host-local-rev /opt/cni/bin/ INFO[2022-11-11T11:46:19Z] + install_ignite + _check_version /usr/local/bin/ignite version v0.10.0 + set +o pipefail INFO[2022-11-11T11:46:19Z] + local exec_name=/usr/local/bin/ignite + local exec_version_cmd=version + local version=v0.10.0 + command -v /usr/local/bin/ignite + return 1 INFO[2022-11-11T11:46:19Z] + for binary in ignite ignited + echo 'Installing ignite...' INFO[2022-11-11T11:46:19Z] Installing ignite... INFO[2022-11-11T11:46:19Z] + local f=https://github.com/weaveworks/ignite/releases/download/v0.10.0/ignite-amd64 + _is_arm_arch INFO[2022-11-11T11:46:19Z] + uname -m INFO[2022-11-11T11:46:19Z] + grep aarch64 INFO[2022-11-11T11:46:19Z] + return 1 + curl -sfSLo ignite https://github.com/weaveworks/ignite/releases/download/v0.10.0/ignite-amd64 INFO[2022-11-11T11:46:20Z] + chmod +x ignite INFO[2022-11-11T11:46:20Z] + sudo mv ignite /usr/local/bin INFO[2022-11-11T11:46:20Z] + for binary in ignite ignited + echo 'Installing ignited...' Installing ignited... + local f=https://github.com/weaveworks/ignite/releases/download/v0.10.0/ignited-amd64 INFO[2022-11-11T11:46:20Z] + _is_arm_arch INFO[2022-11-11T11:46:20Z] + grep aarch64 + uname -m INFO[2022-11-11T11:46:20Z] + return 1 + curl -sfSLo ignited https://github.com/weaveworks/ignite/releases/download/v0.10.0/ignited-amd64 INFO[2022-11-11T11:46:21Z] + chmod +x ignited INFO[2022-11-11T11:46:21Z] + sudo mv ignited /usr/local/bin INFO[2022-11-11T11:46:21Z] + check_ignite + ignite version INFO[2022-11-11T11:46:21Z] Ignite version: version.Info{Major:"0", Minor:"10", GitVersion:"v0.10.0", GitCommit:"4540abeb9ba6daba32a72ef2b799095c71ebacb0", GitTreeState:"clean", BuildDate:"2021-07-19T20:52:59Z", GoVersion:"go1.16.3", Compiler:"gc", Platform:"linux/amd64", SandboxImage:version.Image{Name:"weaveworks/ignite", Tag:"v0.10.0", Delimeter:":"}, KernelImage:version.Image{Name:"weaveworks/ignite-kernel", Tag:"5.10.51", Delimeter:":"}} INFO[2022-11-11T11:46:21Z] Firecracker version: v0.22.4 INFO[2022-11-11T11:46:21Z] + create_cni_default_config INFO[2022-11-11T11:46:21Z] + mkdir -p /etc/cni/net.d/ INFO[2022-11-11T11:46:21Z] + sudo cat INFO[2022-11-11T11:46:21Z] + popd /root + cleanup INFO[2022-11-11T11:46:21Z] + rm -rf /tmp/kubefire
- Ignite – Use Firecracker VMs with Docker images
-
Ignite – Use Firecracker VMs with Docker-Like UX
> If it's not hard to name a thing that Firecracker makes difficult for a serverside workload, could you... name one?
I already did that with live migration. But ok.
Encrypted storage: https://github.com/firecracker-microvm/firecracker/issues/65...: WONTFIX
The answer given is appropriate for firecracker use cases but insufficient otherwise. I'm not anti-firecracker; it's the right choice for many things. Just not all things.
The sort of VM I want orchestrated has encrypted (by contract) multi-pathed network block devices to encrypted storage volumes. 3-10 per tenant. This is trivial for a full-featured kernel; multi-path just works, encryption just works.
VLAN: https://github.com/weaveworks/ignite/issues/810: Open. Maybe one day.
Again, trivial for a full-featured Linux kernel.
I think you're missing the point. It's not about what hypothetical thing firecracker can or can't do. It's about elevating VM orchestration to some degree of parity with what has been created for container orchestration. These VMs and their complex storage and networking requirements should be modeled as we model containers now; through an orchestration system that makes management easy and as foolproof as possible. The fact that firecracker isn't sufficient to be the Micro-VM of choice for this isn't relevant.
- My VM is Lighter (and Safer) than your Container
What are some alternatives?
GoLearn - Machine Learning for Go
kata-containers - Kata Containers is an open source project and community working to build a standard implementation of lightweight Virtual Machines (VMs) that feel and perform like containers, but provide the workload isolation and security advantages of VMs. https://katacontainers.io/
goga - Golang Genetic Algorithm
firecracker-container
gago - :four_leaf_clover: Evolutionary optimization library for Go (genetic algorithm, partical swarm optimization, differential evolution)
terraform-controller - Use K8s to Run Terraform
go-pr - Pattern recognition package in Go lang.
terraform-k8s - Terraform Cloud Operator for Kubernetes
go-galib - Genetic Algorithms library written in Go / golang
jx-cli - a simple small new modular CLI for Jenkins X v3
bayesian - Naive Bayesian Classification for Golang.
firecracker - Secure and fast microVMs for serverless computing.