<@U06RKAMK0UC> How do I setup an environment varia...
# ask-ai
b
@ancient-wolf-19325 How do I setup an environment variable for all the tasks in a flyte workflow
j
Reasoning Complete! 🤖 🔍 Searched knowledge base: I'll look up the recommended way to set an environment variable that will be available to every task in a Flyte workflow. • Searching over 10 data sources from the following: File, Github File, Github Issue, Web • Found 54 documents that could be relevant from the following data sources: Github File, Github Issue, Web Content. • Filtered down to the top 30 most relevant documents. ✍️ Generated answer: I've found the main ways to set environment variables for all tasks in a Flyte workflow and there are no important gaps left. I'm ready to provide a complete answer.
To set an environment variable for all tasks in a Flyte workflow, you should specify the
env
parameter in each
@task
decorator. This ensures the environment variable is propagated to all task containers at runtime. For example:
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from flytekit import task, workflow

@task(env={"MY_ENV_VAR": "my_value"})
def t1():
    ...

@task(env={"MY_ENV_VAR": "my_value"})
def t2():
    ...

@workflow
def wf():
    t1()
    t2()
This approach is supported and will apply the environment variable to all components of tasks, including those using plugins like Dask. There is currently no built-in way to set an environment variable globally for all tasks in a workflow without specifying it in each task decorator. Would you like more detail or examples for specific plugins or advanced use cases? Sources: - Flyte Dask Plugin README 👍 0 button 👎 0 button 💡 Hint: Mention @runllm in the thread for followups.
b
@ancient-wolf-19325 advanced use cases please with examples
j
Reasoning Complete! 🤖 🔍 Searched knowledge base: I'll look up advanced ways to set environment variables for all tasks in a Flyte workflow, including examples for methods like PodTemplates, backend config, or secrets. • Searching over 10 data sources from the following: File, Github File, Github Issue, Web • Found 52 documents that could be relevant from the following data sources: Github File, Github Issue. • Filtered down to the top 30 most relevant documents. ✍️ Generated answer: I've gathered advanced examples and use cases for setting environment variables in Flyte workflows, including for plugins and complex configurations. I'm ready to provide a complete answer.
Certainly! Here are some advanced use cases for setting environment variables in Flyte tasks, including for distributed plugins and dynamic workflows: 1. Dask Plugin (Distributed Tasks): You can propagate environment variables to all Dask job components (job runner, scheduler, worker pods) by specifying
env
in the
@task
decorator.
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from flytekit import task
from flytekitplugins.dask import Dask

@task(
    task_config=Dask(),
    env={"FOO": "BAR"}
)
def my_dask_task():
    # FOO=BAR will be available in all Dask pods
    ...
This ensures the variable is available across the distributed Dask cluster created for the task. Reference 2. Dynamic Workflows: If you generate tasks dynamically, you can use the
.with_overrides()
method to set environment variables at invocation time:
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from flytekit import task, workflow, dynamic

@task
def t(x: int) -> int:
    ...

@dynamic
def dyn_wf():
    for i in range(3):
        t(x=i).with_overrides(env={"MY_ENV": str(i)})

@workflow
def wf():
    dyn_wf()
Each dynamic task instance gets its own environment variable value. 3. PodTemplate for Custom Pods: For more complex pod-level configuration (e.g., sidecars, shared volumes, or global env vars), use a Kubernetes PodTemplate and reference it in your task:
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@task(pod_template="my-pod-template")
def t():
    ...
Define the PodTemplate with the desired environment variables and mount it in your Flyte deployment. Reference Let me know if you want more details on any of these, or examples for other plugins. Sources: - Flyte Dask Plugin README - Reference 👍 0 button 👎 0 button 💡 Hint: Mention @runllm in the thread for followups.