--- title: "docker-airflow vs alpaca-lora" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/puckel-docker-airflow-vs-tloen-alpaca-lora" tools: ["puckel-docker-airflow", "tloen-alpaca-lora"] --- # docker-airflow vs alpaca-lora *GraphCanon updated Jul 15, 2026* ## Verdict Pick docker-airflow when docker-airflow is primarily Shell; alpaca-lora is Jupyter Notebook; pick alpaca-lora when alpaca-lora is primarily Jupyter Notebook; docker-airflow is Shell. [docker-airflow](https://github.com/puckel/docker-airflow) reports 3.8k GitHub stars, 586 forks, and 261 open issues, last pushed Mar 1, 2023. [alpaca-lora](https://github.com/tloen/alpaca-lora) has 19k stars, 2.2k forks, and 366 open issues, last pushed Jul 29, 2024. Figures are from public GitHub metadata via [docker-airflow's repository](https://github.com/puckel/docker-airflow) and [alpaca-lora's repository](https://github.com/tloen/alpaca-lora). | | [docker-airflow](/tools/puckel-docker-airflow.md) | [alpaca-lora](/tools/tloen-alpaca-lora.md) | | --- | --- | --- | | Tagline | Docker Apache Airflow | Instruct-tune LLaMA on consumer hardware | | Stars | 3,809 | 18,913 | | Forks | 586 | 2,185 | | Open issues | 261 | 366 | | Language | Shell | Jupyter Notebook | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Apache-2.0 | | Categories | Computer Vision | Computer Vision, Inference & Serving, Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [docker-airflow](/tools/puckel-docker-airflow.md) | [alpaca-lora](/tools/tloen-alpaca-lora.md) | | --- | --- | --- | | Days since push | 1232d | 712d | | Open issues (now) | 261 | 366 | | Full report | [trust report](/tools/puckel-docker-airflow/trust.md) | [trust report](/tools/tloen-alpaca-lora/trust.md) | ## Choose when ### Choose docker-airflow if… - docker-airflow is primarily Shell; alpaca-lora is Jupyter Notebook. - Tags unique to docker-airflow: airflow, docker, docker-airflow, management. - Leaner open-issue backlog (261). ### Choose alpaca-lora if… - alpaca-lora is primarily Jupyter Notebook; docker-airflow is Shell. - Tags unique to alpaca-lora: jupyter-notebook. - Also covers Inference & Serving, Model Training. ## When NOT to use docker-airflow - Last GitHub push was 1232 days ago (dormant maintenance, Mar 1, 2023). Validate activity before betting a new project on docker-airflow. ## When NOT to use alpaca-lora - Last GitHub push was 716 days ago (dormant maintenance, Jul 29, 2024). Validate activity before betting a new project on alpaca-lora. - Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. - Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. ## Common questions ### What is the difference between docker-airflow and alpaca-lora? docker-airflow: Docker Apache Airflow. alpaca-lora: Instruct-tune LLaMA on consumer hardware. See the comparison table for live GitHub stats and shared categories. ### When should I choose docker-airflow over alpaca-lora? Choose docker-airflow over alpaca-lora when docker-airflow is primarily Shell; alpaca-lora is Jupyter Notebook; Tags unique to docker-airflow: airflow, docker, docker-airflow, management; Leaner open-issue backlog (261). ### When should I choose alpaca-lora over docker-airflow? Choose alpaca-lora over docker-airflow when alpaca-lora is primarily Jupyter Notebook; docker-airflow is Shell; Tags unique to alpaca-lora: jupyter-notebook; Also covers Inference & Serving, Model Training. ### When should I avoid docker-airflow? Last GitHub push was 1232 days ago (dormant maintenance, Mar 1, 2023). Validate activity before betting a new project on docker-airflow. ### When should I avoid alpaca-lora? Last GitHub push was 716 days ago (dormant maintenance, Jul 29, 2024). Validate activity before betting a new project on alpaca-lora. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. ### Is docker-airflow or alpaca-lora more popular on GitHub? alpaca-lora has more GitHub stars (18,913 vs 3,809). Stars measure visibility, not whether either tool fits your constraints. ### Are docker-airflow and alpaca-lora open source? Yes - both are open-source projects on GitHub (docker-airflow: Apache-2.0, alpaca-lora: Apache-2.0). ### Where can I find alternatives to docker-airflow or alpaca-lora? GraphCanon lists graph-backed alternatives at [docker-airflow alternatives](/tools/puckel-docker-airflow/alternatives) and [alpaca-lora alternatives](/tools/tloen-alpaca-lora/alternatives) ([docker-airflow markdown twin](/tools/puckel-docker-airflow/alternatives.md), [alpaca-lora markdown twin](/tools/tloen-alpaca-lora/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/puckel-docker-airflow-vs-tloen-alpaca-lora.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, docker-airflow or alpaca-lora? docker-airflow: Dormant. alpaca-lora: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for docker-airflow and alpaca-lora? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [docker-airflow trust report](/tools/puckel-docker-airflow/trust); [alpaca-lora trust report](/tools/tloen-alpaca-lora/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=puckel-docker-airflow`](/api/graphcanon/graph?tool=puckel-docker-airflow) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_