Workflows
Adapted from the Griptape AI Framework documentation.
Overview
A Workflow is a non-sequential DAG that can be used for complex concurrent scenarios with tasks having multiple inputs.
You can access the final output of the Workflow by using the output attribute.
Context
Workflows have access to the following context variables in addition to the base context:
task_outputs: dictionary containing mapping of all task IDs to their outputs.parent_outputs: dictionary containing mapping of parent task IDs to their outputs.parents_output_text: string containing the concatenated outputs of all parent tasks.parents: dictionary containing mapping of parent task IDs to their task objects.children: dictionary containing mapping of child task IDs to their task objects.
Workflow
Let's build a simple workflow. Let's say, we want to write a story in a fantasy world with some unique characters. We could setup a workflow that generates a world based on some keywords. Then we pass the world description to any number of child tasks that create characters. Finally, the last task pulls in information from all parent tasks and writes up a short story.
from griptape.structures import Workflow from griptape.tasks import PromptTask from griptape.utils import StructureVisualizer world_task = PromptTask( "Create a fictional world based on the following key words {{ keywords|join(', ') }}", context={"keywords": ["fantasy", "ocean", "tidal lock"]}, id="world", ) def character_task(task_id: str, character_name: str) -> PromptTask: return PromptTask( "Based on the following world description create a character named {{ name }}:\n{{ parent_outputs['world'] }}", context={"name": character_name}, id=task_id, parent_ids=["world"], ) scotty_task = character_task("scotty", "Scotty") annie_task = character_task("annie", "Annie") story_task = PromptTask( "Based on the following description of the world and characters, write a short story:\n{{ parent_outputs['world'] }}\n{{ parent_outputs['scotty'] }}\n{{ parent_outputs['annie'] }}", id="story", parent_ids=["world", "scotty", "annie"], ) workflow = Workflow(tasks=[world_task, story_task, scotty_task, annie_task, story_task]) print(StructureVisualizer(workflow).to_url()) workflow.run()
https://mermaid.ink/svg/Z3JhcGggVEQ7CglXb3JsZC0tPiBTdG9yeSAmIFNjb3R0eSAmIEFubmllOwoJU3Rvcnk7CglTY290dHktLT4gU3Rvcnk7CglBbm5pZS0tPiBTdG9yeTs=
[02/27/25 20:26:53] INFO PromptTask world
Input: Create a fictional world based on the
following key words fantasy, ocean, tidal lock
[02/27/25 20:27:05] INFO PromptTask world
Output: In the vast expanse of the cosmos lies a
unique planet named Thalassara, a world defined by
its eternal dance with the ocean and the stars.
Thalassara is a tidal-locked planet, meaning one
side perpetually faces its sun, Solara, while the
other remains in eternal night. This celestial
configuration has given rise to a world of stark
contrasts and wondrous beauty, where fantasy and
reality intertwine.
### Geography
**The Sunlit Realm:**
The side of Thalassara that faces Solara is known
as the Sunlit Realm. Here, the ocean is a
shimmering expanse of turquoise and azure, teeming
with vibrant marine life. The coastline is dotted
with towering cliffs and lush, verdant forests that
thrive under the constant sunlight. The air is warm
and filled with the scent of salt and blooming
flowers. The Sunlit Realm is home to the Solari, a
race of beings with golden skin and hair that glows
like the sun. They are skilled artisans and
architects, building magnificent cities of crystal
and stone that reflect the light in dazzling
patterns.
**The Twilight Belt:**
Encircling the planet is the Twilight Belt, a
narrow region where day and night meet in perpetual
dusk. This area is a place of mystery and magic,
where the sky is painted in hues of purple and
orange, and the stars are always visible. The
Twilight Belt is a land of rolling hills and
ancient ruins, where the Veilwalkers, a nomadic
people with the ability to manipulate shadows, make
their home. They are the keepers of ancient
knowledge and guardians of the balance between
light and dark.
**The Nightward Expanse:**
On the dark side of Thalassara lies the Nightward
Expanse, a realm of eternal night illuminated only
by the glow of bioluminescent flora and fauna. The
ocean here is a deep indigo, and the land is
covered in forests of towering, luminescent trees.
The Nocturnals, a race with skin as dark as the
night and eyes that gleam like stars, inhabit this
region. They are skilled navigators and
astronomers, using the constellations to guide
their way across the darkened seas.
### Culture and Society
**The Solari:**
The Solari are a vibrant and joyful people,
celebrating life with festivals and music. They
worship Solara, the sun goddess, and believe that
their purpose is to bring light and beauty to the
world. Their society is built on creativity and
innovation, with a strong emphasis on art and
architecture.
**The Veilwalkers:**
The Veilwalkers are a mysterious and enigmatic
people, known for their wisdom and connection to
the magical energies of Thalassara. They are
skilled in the art of shadow-weaving, using their
abilities to protect the balance between the
realms. Their society is based on a deep respect
for nature and the ancient traditions passed down
through generations.
**The Nocturnals:**
The Nocturnals are a contemplative and
introspective people, valuing knowledge and
exploration. They worship the stars and believe
that their destiny is written in the
constellations. Their society is centered around
learning and discovery, with a strong emphasis on
astronomy and navigation.
### Magic and Mysticism
Magic is an integral part of life on Thalassara,
with each region possessing its own unique form of
mystical energy. The Sunlit Realm is imbued with
solar magic, allowing the Solari to harness the
power of light and heat. The Twilight Belt is a
place of shadow magic, where the Veilwalkers can
manipulate darkness and illusion. The Nightward
Expanse is suffused with stellar magic, enabling
the Nocturnals to draw power from the stars and the
night sky.
### Conclusion
Thalassara is a world of contrasts and harmony,
where the ocean and the stars shape the lives of
its inhabitants. It is a place where fantasy and
reality blend seamlessly, creating a tapestry of
wonder and enchantment. In this world, the light
and the dark coexist in a delicate balance, each
side contributing to the beauty and mystery of
Thalassara.
INFO PromptTask scotty
Input: Based on the following world description
create a character named Scotty:
In the vast expanse of the cosmos lies a unique
planet named Thalassara, a world defined by its
eternal dance with the ocean and the stars.
Thalassara is a tidal-locked planet, meaning one
side perpetually faces its sun, Solara, while the
other remains in eternal night. This celestial
configuration has given rise to a world of stark
contrasts and wondrous beauty, where fantasy and
reality intertwine.
### Geography
**The Sunlit Realm:**
The side of Thalassara that faces Solara is known
as the Sunlit Realm. Here, the ocean is a
shimmering expanse of turquoise and azure, teeming
with vibrant marine life. The coastline is dotted
with towering cliffs and lush, verdant forests that
thrive under the constant sunlight. The air is warm
and filled with the scent of salt and blooming
flowers. The Sunlit Realm is home to the Solari, a
race of beings with golden skin and hair that glows
like the sun. They are skilled artisans and
architects, building magnificent cities of crystal
and stone that reflect the light in dazzling
patterns.
**The Twilight Belt:**
Encircling the planet is the Twilight Belt, a
narrow region where day and night meet in perpetual
dusk. This area is a place of mystery and magic,
where the sky is painted in hues of purple and
orange, and the stars are always visible. The
Twilight Belt is a land of rolling hills and
ancient ruins, where the Veilwalkers, a nomadic
people with the ability to manipulate shadows, make
their home. They are the keepers of ancient
knowledge and guardians of the balance between
light and dark.
**The Nightward Expanse:**
On the dark side of Thalassara lies the Nightward
Expanse, a realm of eternal night illuminated only
by the glow of bioluminescent flora and fauna. The
ocean here is a deep indigo, and the land is
covered in forests of towering, luminescent trees.
The Nocturnals, a race with skin as dark as the
night and eyes that gleam like stars, inhabit this
region. They are skilled navigators and
astronomers, using the constellations to guide
their way across the darkened seas.
### Culture and Society
**The Solari:**
The Solari are a vibrant and joyful people,
celebrating life with festivals and music. They
worship Solara, the sun goddess, and believe that
their purpose is to bring light and beauty to the
world. Their society is built on creativity and
innovation, with a strong emphasis on art and
architecture.
**The Veilwalkers:**
The Veilwalkers are a mysterious and enigmatic
people, known for their wisdom and connection to
the magical energies of Thalassara. They are
skilled in the art of shadow-weaving, using their
abilities to protect the balance between the
realms. Their society is based on a deep respect
for nature and the ancient traditions passed down
through generations.
**The Nocturnals:**
The Nocturnals are a contemplative and
introspective people, valuing knowledge and
exploration. They worship the stars and believe
that their destiny is written in the
constellations. Their society is centered around
learning and discovery, with a strong emphasis on
astronomy and navigation.
### Magic and Mysticism
Magic is an integral part of life on Thalassara,
with each region possessing its own unique form of
mystical energy. The Sunlit Realm is imbued with
solar magic, allowing the Solari to harness the
power of light and heat. The Twilight Belt is a
place of shadow magic, where the Veilwalkers can
manipulate darkness and illusion. The Nightward
Expanse is suffused with stellar magic, enabling
the Nocturnals to draw power from the stars and the
night sky.
### Conclusion
Thalassara is a world of contrasts and harmony,
where the ocean and the stars shape the lives of
its inhabitants. It is a place where fantasy and
reality blend seamlessly, creating a tapestry of
wonder and enchantment. In this world, the light
and the dark coexist in a delicate balance, each
side contributing to the beauty and mystery of
Thalassara.
INFO PromptTask annie
Input: Based on the following world description
create a character named Annie:
In the vast expanse of the cosmos lies a unique
planet named Thalassara, a world defined by its
eternal dance with the ocean and the stars.
Thalassara is a tidal-locked planet, meaning one
side perpetually faces its sun, Solara, while the
other remains in eternal night. This celestial
configuration has given rise to a world of stark
contrasts and wondrous beauty, where fantasy and
reality intertwine.
### Geography
**The Sunlit Realm:**
The side of Thalassara that faces Solara is known
as the Sunlit Realm. Here, the ocean is a
shimmering expanse of turquoise and azure, teeming
with vibrant marine life. The coastline is dotted
with towering cliffs and lush, verdant forests that
thrive under the constant sunlight. The air is warm
and filled with the scent of salt and blooming
flowers. The Sunlit Realm is home to the Solari, a
race of beings with golden skin and hair that glows
like the sun. They are skilled artisans and
architects, building magnificent cities of crystal
and stone that reflect the light in dazzling
patterns.
**The Twilight Belt:**
Encircling the planet is the Twilight Belt, a
narrow region where day and night meet in perpetual
dusk. This area is a place of mystery and magic,
where the sky is painted in hues of purple and
orange, and the stars are always visible. The
Twilight Belt is a land of rolling hills and
ancient ruins, where the Veilwalkers, a nomadic
people with the ability to manipulate shadows, make
their home. They are the keepers of ancient
knowledge and guardians of the balance between
light and dark.
**The Nightward Expanse:**
On the dark side of Thalassara lies the Nightward
Expanse, a realm of eternal night illuminated only
by the glow of bioluminescent flora and fauna. The
ocean here is a deep indigo, and the land is
covered in forests of towering, luminescent trees.
The Nocturnals, a race with skin as dark as the
night and eyes that gleam like stars, inhabit this
region. They are skilled navigators and
astronomers, using the constellations to guide
their way across the darkened seas.
### Culture and Society
**The Solari:**
The Solari are a vibrant and joyful people,
celebrating life with festivals and music. They
worship Solara, the sun goddess, and believe that
their purpose is to bring light and beauty to the
world. Their society is built on creativity and
innovation, with a strong emphasis on art and
architecture.
**The Veilwalkers:**
The Veilwalkers are a mysterious and enigmatic
people, known for their wisdom and connection to
the magical energies of Thalassara. They are
skilled in the art of shadow-weaving, using their
abilities to protect the balance between the
realms. Their society is based on a deep respect
for nature and the ancient traditions passed down
through generations.
**The Nocturnals:**
The Nocturnals are a contemplative and
introspective people, valuing knowledge and
exploration. They worship the stars and believe
that their destiny is written in the
constellations. Their society is centered around
learning and discovery, with a strong emphasis on
astronomy and navigation.
### Magic and Mysticism
Magic is an integral part of life on Thalassara,
with each region possessing its own unique form of
mystical energy. The Sunlit Realm is imbued with
solar magic, allowing the Solari to harness the
power of light and heat. The Twilight Belt is a
place of shadow magic, where the Veilwalkers can
manipulate darkness and illusion. The Nightward
Expanse is suffused with stellar magic, enabling
the Nocturnals to draw power from the stars and the
night sky.
### Conclusion
Thalassara is a world of contrasts and harmony,
where the ocean and the stars shape the lives of
its inhabitants. It is a place where fantasy and
reality blend seamlessly, creating a tapestry of
wonder and enchantment. In this world, the light
and the dark coexist in a delicate balance, each
side contributing to the beauty and mystery of
Thalassara.
[02/27/25 20:27:14] INFO PromptTask scotty
Output: **Character Name:** Scotty
**Race:** Veilwalker
**Appearance:**
Scotty is a striking figure, with skin that seems
to shimmer with the hues of twilight—deep purples
and soft oranges that shift with the light. His
hair is a cascade of silver, reminiscent of
moonlight, and his eyes are a piercing shade of
amethyst, reflecting the mysteries of the dusk. He
wears garments woven from shadow silk, a fabric
unique to the Veilwalkers, which allows him to
blend seamlessly into the twilight landscape.
**Background:**
Born into a lineage of revered shadow-weavers,
Scotty has always felt a profound connection to the
magical energies of the Twilight Belt. From a young
age, he displayed an exceptional talent for
manipulating shadows, a skill that earned him the
respect of his peers and the attention of the
elders. His family, known for their wisdom and
dedication to preserving the balance between light
and dark, instilled in him a deep respect for the
ancient traditions and the natural world.
**Personality:**
Scotty is introspective and thoughtful, often lost
in contemplation of the mysteries of Thalassara. He
possesses a quiet confidence and a gentle demeanor,
preferring to observe and listen rather than
dominate conversations. Despite his calm exterior,
he harbors a fierce determination to protect the
delicate balance of his world. Scotty is deeply
empathetic, able to sense the emotions of those
around him, which makes him a compassionate and
understanding friend.
**Abilities:**
As a skilled shadow-weaver, Scotty can manipulate
darkness to create illusions, conceal himself, or
even form tangible constructs. His abilities are
not limited to mere trickery; he can also use
shadows to heal or protect, drawing on the magical
energies of the Twilight Belt. Scotty is also a
keeper of ancient knowledge, with a vast
understanding of the history and lore of
Thalassara, which he uses to guide his actions and
decisions.
**Goals and Motivations:**
Scotty is driven by a desire to maintain the
harmony between the realms of Thalassara. He seeks
to uncover the secrets of the ancient ruins
scattered across the Twilight Belt, believing that
they hold the key to understanding the true nature
of his world. His ultimate goal is to ensure that
the balance between light and dark is preserved,
allowing the beauty and magic of Thalassara to
endure for generations to come.
**Relationships:**
Scotty has a close bond with his fellow
Veilwalkers, particularly his mentor, an elder
named Lirael, who has guided him in honing his
shadow-weaving abilities. He also shares a deep
friendship with a Nocturnal astronomer named Kael,
with whom he often exchanges knowledge and insights
about the stars and the night sky. Though he is
more reserved with the Solari, Scotty respects
their artistry and occasionally collaborates with
them on projects that blend light and shadow.
**Quirks:**
Scotty has a habit of speaking in metaphors, often
drawing on the imagery of the twilight and the
stars to convey his thoughts. He also carries a
small, intricately carved obsidian pendant, a
family heirloom that he believes connects him to
the spirits of his ancestors. When deep in thought,
he can often be found tracing the patterns of the
constellations with his fingers, a gesture that
calms and centers him.
[02/27/25 20:27:17] INFO PromptTask annie
Output: **Character Name:** Annie
**Race:** Veilwalker
**Appearance:**
Annie possesses the ethereal beauty characteristic
of the Veilwalkers. Her skin is a soft, dusky hue,
reminiscent of the twilight sky, and her long,
flowing hair shimmers with shades of deep purple
and silver, like the first stars appearing at dusk.
Her eyes are a striking violet, reflecting the
perpetual twilight of her homeland, and they seem
to hold the secrets of the ages.
**Background:**
Born into a family of renowned shadow-weavers,
Annie grew up amidst the rolling hills and ancient
ruins of the Twilight Belt. Her parents were
respected guardians of the balance between light
and dark, and they instilled in her a deep respect
for the natural world and the ancient traditions of
their people. From a young age, Annie showed a
natural affinity for shadow magic, often seen
weaving intricate patterns of darkness and light
with ease.
**Personality:**
Annie is introspective and thoughtful, often lost
in contemplation of the mysteries of Thalassara.
She possesses a quiet confidence and a gentle
demeanor, making her a calming presence among her
peers. Despite her serene exterior, she harbors a
fierce determination to protect the delicate
balance of her world. Annie is deeply curious,
always seeking to learn more about the ancient
knowledge of her people and the magical energies
that flow through Thalassara.
**Abilities:**
As a skilled shadow-weaver, Annie can manipulate
darkness and illusion, creating mesmerizing
displays of light and shadow. She has honed her
abilities to blend seamlessly into her
surroundings, moving silently and unseen when
necessary. Her connection to the magical energies
of the Twilight Belt allows her to sense
disturbances in the balance between light and dark,
making her an invaluable guardian of her realm.
**Goals:**
Annie is driven by a desire to preserve the harmony
of Thalassara and to uncover the hidden truths of
her world. She dreams of bridging the gap between
the different realms, fostering understanding and
cooperation among the Solari, Veilwalkers, and
Nocturnals. Her ultimate goal is to ensure that the
beauty and mystery of Thalassara endure for
generations to come.
**Relationships:**
Annie maintains strong ties with her family and the
elders of her community, often seeking their
guidance and wisdom. She has formed a close bond
with a Nocturnal astronomer named Kael, with whom
she shares a mutual fascination for the stars and
the mysteries they hold. Together, they explore the
boundaries of their respective magics, seeking to
unlock the secrets of the cosmos.
**Role in the World:**
Annie serves as a bridge between the realms, using
her shadow-weaving abilities to maintain the
balance between light and dark. She is a keeper of
ancient knowledge and a protector of the natural
world, ensuring that the harmony of Thalassara is
preserved. Her journey is one of discovery and
enlightenment, as she seeks to unravel the
mysteries of her world and her place within it.
INFO PromptTask story
Input: Based on the following description of the
world and characters, write a short story:
In the vast expanse of the cosmos lies a unique
planet named Thalassara, a world defined by its
eternal dance with the ocean and the stars.
Thalassara is a tidal-locked planet, meaning one
side perpetually faces its sun, Solara, while the
other remains in eternal night. This celestial
configuration has given rise to a world of stark
contrasts and wondrous beauty, where fantasy and
reality intertwine.
### Geography
**The Sunlit Realm:**
The side of Thalassara that faces Solara is known
as the Sunlit Realm. Here, the ocean is a
shimmering expanse of turquoise and azure, teeming
with vibrant marine life. The coastline is dotted
with towering cliffs and lush, verdant forests that
thrive under the constant sunlight. The air is warm
and filled with the scent of salt and blooming
flowers. The Sunlit Realm is home to the Solari, a
race of beings with golden skin and hair that glows
like the sun. They are skilled artisans and
architects, building magnificent cities of crystal
and stone that reflect the light in dazzling
patterns.
**The Twilight Belt:**
Encircling the planet is the Twilight Belt, a
narrow region where day and night meet in perpetual
dusk. This area is a place of mystery and magic,
where the sky is painted in hues of purple and
orange, and the stars are always visible. The
Twilight Belt is a land of rolling hills and
ancient ruins, where the Veilwalkers, a nomadic
people with the ability to manipulate shadows, make
their home. They are the keepers of ancient
knowledge and guardians of the balance between
light and dark.
**The Nightward Expanse:**
On the dark side of Thalassara lies the Nightward
Expanse, a realm of eternal night illuminated only
by the glow of bioluminescent flora and fauna. The
ocean here is a deep indigo, and the land is
covered in forests of towering, luminescent trees.
The Nocturnals, a race with skin as dark as the
night and eyes that gleam like stars, inhabit this
region. They are skilled navigators and
astronomers, using the constellations to guide
their way across the darkened seas.
### Culture and Society
**The Solari:**
The Solari are a vibrant and joyful people,
celebrating life with festivals and music. They
worship Solara, the sun goddess, and believe that
their purpose is to bring light and beauty to the
world. Their society is built on creativity and
innovation, with a strong emphasis on art and
architecture.
**The Veilwalkers:**
The Veilwalkers are a mysterious and enigmatic
people, known for their wisdom and connection to
the magical energies of Thalassara. They are
skilled in the art of shadow-weaving, using their
abilities to protect the balance between the
realms. Their society is based on a deep respect
for nature and the ancient traditions passed down
through generations.
**The Nocturnals:**
The Nocturnals are a contemplative and
introspective people, valuing knowledge and
exploration. They worship the stars and believe
that their destiny is written in the
constellations. Their society is centered around
learning and discovery, with a strong emphasis on
astronomy and navigation.
### Magic and Mysticism
Magic is an integral part of life on Thalassara,
with each region possessing its own unique form of
mystical energy. The Sunlit Realm is imbued with
solar magic, allowing the Solari to harness the
power of light and heat. The Twilight Belt is a
place of shadow magic, where the Veilwalkers can
manipulate darkness and illusion. The Nightward
Expanse is suffused with stellar magic, enabling
the Nocturnals to draw power from the stars and the
night sky.
### Conclusion
Thalassara is a world of contrasts and harmony,
where the ocean and the stars shape the lives of
its inhabitants. It is a place where fantasy and
reality blend seamlessly, creating a tapestry of
wonder and enchantment. In this world, the light
and the dark coexist in a delicate balance, each
side contributing to the beauty and mystery of
Thalassara.
**Character Name:** Scotty
**Race:** Veilwalker
**Appearance:**
Scotty is a striking figure, with skin that seems
to shimmer with the hues of twilight—deep purples
and soft oranges that shift with the light. His
hair is a cascade of silver, reminiscent of
moonlight, and his eyes are a piercing shade of
amethyst, reflecting the mysteries of the dusk. He
wears garments woven from shadow silk, a fabric
unique to the Veilwalkers, which allows him to
blend seamlessly into the twilight landscape.
**Background:**
Born into a lineage of revered shadow-weavers,
Scotty has always felt a profound connection to the
magical energies of the Twilight Belt. From a young
age, he displayed an exceptional talent for
manipulating shadows, a skill that earned him the
respect of his peers and the attention of the
elders. His family, known for their wisdom and
dedication to preserving the balance between light
and dark, instilled in him a deep respect for the
ancient traditions and the natural world.
**Personality:**
Scotty is introspective and thoughtful, often lost
in contemplation of the mysteries of Thalassara. He
possesses a quiet confidence and a gentle demeanor,
preferring to observe and listen rather than
dominate conversations. Despite his calm exterior,
he harbors a fierce determination to protect the
delicate balance of his world. Scotty is deeply
empathetic, able to sense the emotions of those
around him, which makes him a compassionate and
understanding friend.
**Abilities:**
As a skilled shadow-weaver, Scotty can manipulate
darkness to create illusions, conceal himself, or
even form tangible constructs. His abilities are
not limited to mere trickery; he can also use
shadows to heal or protect, drawing on the magical
energies of the Twilight Belt. Scotty is also a
keeper of ancient knowledge, with a vast
understanding of the history and lore of
Thalassara, which he uses to guide his actions and
decisions.
**Goals and Motivations:**
Scotty is driven by a desire to maintain the
harmony between the realms of Thalassara. He seeks
to uncover the secrets of the ancient ruins
scattered across the Twilight Belt, believing that
they hold the key to understanding the true nature
of his world. His ultimate goal is to ensure that
the balance between light and dark is preserved,
allowing the beauty and magic of Thalassara to
endure for generations to come.
**Relationships:**
Scotty has a close bond with his fellow
Veilwalkers, particularly his mentor, an elder
named Lirael, who has guided him in honing his
shadow-weaving abilities. He also shares a deep
friendship with a Nocturnal astronomer named Kael,
with whom he often exchanges knowledge and insights
about the stars and the night sky. Though he is
more reserved with the Solari, Scotty respects
their artistry and occasionally collaborates with
them on projects that blend light and shadow.
**Quirks:**
Scotty has a habit of speaking in metaphors, often
drawing on the imagery of the twilight and the
stars to convey his thoughts. He also carries a
small, intricately carved obsidian pendant, a
family heirloom that he believes connects him to
the spirits of his ancestors. When deep in thought,
he can often be found tracing the patterns of the
constellations with his fingers, a gesture that
calms and centers him.
**Character Name:** Annie
**Race:** Veilwalker
**Appearance:**
Annie possesses the ethereal beauty characteristic
of the Veilwalkers. Her skin is a soft, dusky hue,
reminiscent of the twilight sky, and her long,
flowing hair shimmers with shades of deep purple
and silver, like the first stars appearing at dusk.
Her eyes are a striking violet, reflecting the
perpetual twilight of her homeland, and they seem
to hold the secrets of the ages.
**Background:**
Born into a family of renowned shadow-weavers,
Annie grew up amidst the rolling hills and ancient
ruins of the Twilight Belt. Her parents were
respected guardians of the balance between light
and dark, and they instilled in her a deep respect
for the natural world and the ancient traditions of
their people. From a young age, Annie showed a
natural affinity for shadow magic, often seen
weaving intricate patterns of darkness and light
with ease.
**Personality:**
Annie is introspective and thoughtful, often lost
in contemplation of the mysteries of Thalassara.
She possesses a quiet confidence and a gentle
demeanor, making her a calming presence among her
peers. Despite her serene exterior, she harbors a
fierce determination to protect the delicate
balance of her world. Annie is deeply curious,
always seeking to learn more about the ancient
knowledge of her people and the magical energies
that flow through Thalassara.
**Abilities:**
As a skilled shadow-weaver, Annie can manipulate
darkness and illusion, creating mesmerizing
displays of light and shadow. She has honed her
abilities to blend seamlessly into her
surroundings, moving silently and unseen when
necessary. Her connection to the magical energies
of the Twilight Belt allows her to sense
disturbances in the balance between light and dark,
making her an invaluable guardian of her realm.
**Goals:**
Annie is driven by a desire to preserve the harmony
of Thalassara and to uncover the hidden truths of
her world. She dreams of bridging the gap between
the different realms, fostering understanding and
cooperation among the Solari, Veilwalkers, and
Nocturnals. Her ultimate goal is to ensure that the
beauty and mystery of Thalassara endure for
generations to come.
**Relationships:**
Annie maintains strong ties with her family and the
elders of her community, often seeking their
guidance and wisdom. She has formed a close bond
with a Nocturnal astronomer named Kael, with whom
she shares a mutual fascination for the stars and
the mysteries they hold. Together, they explore the
boundaries of their respective magics, seeking to
unlock the secrets of the cosmos.
**Role in the World:**
Annie serves as a bridge between the realms, using
her shadow-weaving abilities to maintain the
balance between light and dark. She is a keeper of
ancient knowledge and a protector of the natural
world, ensuring that the harmony of Thalassara is
preserved. Her journey is one of discovery and
enlightenment, as she seeks to unravel the
mysteries of her world and her place within it.
[02/27/25 20:27:27] INFO PromptTask story
Output: In the heart of the Twilight Belt, where
the sky was a perpetual canvas of purples and
oranges, Scotty and Annie walked side by side,
their footsteps silent on the ancient stone path.
The ruins of an old Veilwalker temple loomed ahead,
its shadowy silhouette blending seamlessly with the
dusk. The air was thick with the scent of
night-blooming flowers, and the distant call of a
nocturnal creature echoed through the hills.
Scotty paused, tracing the patterns of the
constellations with his fingers, a gesture that
always calmed him. "The stars are unusually bright
tonight," he remarked, his voice a soft murmur
against the backdrop of the twilight.
Annie nodded, her violet eyes reflecting the
starlight. "Perhaps they have something to tell
us," she replied, her voice carrying the weight of
ancient wisdom. She had always believed that the
stars held secrets, messages from the cosmos
waiting to be deciphered.
Their destination was the heart of the temple, a
place where the Veilwalkers believed the veil
between worlds was thinnest. It was here that
Scotty hoped to find answers, to uncover the
secrets of the ancient ruins that had long
intrigued him.
As they entered the temple, the air grew cooler,
and the shadows deepened. Scotty raised a hand,
weaving the darkness into a soft glow that
illuminated their path. The walls were adorned with
intricate carvings, depicting scenes of Veilwalkers
communing with the stars, their hands outstretched
to the heavens.
Annie ran her fingers over the carvings, her touch
gentle and reverent. "These stories are as old as
Thalassara itself," she mused. "They speak of a
time when the balance between light and dark was
first established."
Scotty nodded, his amethyst eyes scanning the
carvings for clues. "And perhaps they hold the key
to maintaining that balance," he said, his voice
filled with quiet determination.
Together, they moved deeper into the temple, their
footsteps echoing in the silence. At the center of
the chamber, they found a stone altar, its surface
etched with symbols that pulsed with a faint,
otherworldly light.
Scotty reached out, his fingers brushing the
symbols. As he did, a vision unfolded before him—a
tapestry of light and shadow, weaving together the
stories of Thalassara. He saw the Solari, their
cities gleaming in the sun; the Nocturnals,
navigating the darkened seas by starlight; and the
Veilwalkers, guardians of the balance, weaving
shadows to protect their world.
Annie watched, her heart swelling with awe and
understanding. "The balance is not just a concept,"
she whispered. "It's a living, breathing force,
woven into the very fabric of our world."
Scotty nodded, his eyes shining with newfound
clarity. "And it's up to us to preserve it," he
said, his voice filled with resolve.
As they left the temple, the stars seemed to shine
even brighter, as if acknowledging their vow.
Together, Scotty and Annie walked back into the
twilight, their hearts united in purpose. They knew
that the path ahead would not be easy, but they
were ready to face whatever challenges lay ahead,
guided by the light of the stars and the wisdom of
the ancients.
In the vast expanse of Thalassara, where the ocean
and the stars danced in eternal harmony, Scotty and
Annie found their place, as guardians of the
balance, protectors of the beauty and mystery of
their world. And as they journeyed onward, they
carried with them the hope that their efforts would
ensure the magic of Thalassara endured for
generations to come.
Note that we use the StructureVisualizer to get a visual representation of the workflow. If we visit the printed url, it should look like this:
Info
Output edited for brevity
Declarative vs Imperative Syntax
The above example showed how to create a workflow using the declarative syntax via the parent_ids init param, but there are a number of declarative and imperative options for you to choose between. There is no functional difference, they merely exist to allow you to structure your code as is most readable for your use case. Possibilities are illustrated below.
Declaratively specify parents (same as above example):
from griptape.rules import Rule from griptape.structures import Workflow from griptape.tasks import PromptTask workflow = Workflow( tasks=[ PromptTask("Name an animal", id="animal"), PromptTask("Describe {{ parent_outputs['animal'] }} with an adjective", id="adjective", parent_ids=["animal"]), PromptTask("Name a {{ parent_outputs['adjective'] }} animal", id="new-animal", parent_ids=["adjective"]), ], rules=[Rule("output a single lowercase word")], ) workflow.run()
[02/27/25 20:27:58] INFO PromptTask animal
Input: Name an animal
INFO PromptTask animal
Output: tiger
INFO PromptTask adjective
Input: Describe tiger with an adjective
[02/27/25 20:27:59] INFO PromptTask adjective
Output: striped
INFO PromptTask new-animal
Input: Name a striped animal
INFO PromptTask new-animal
Output: zebra
Declaratively specify children:
from griptape.rules import Rule from griptape.structures import Workflow from griptape.tasks import PromptTask workflow = Workflow( tasks=[ PromptTask("Name an animal", id="animal", child_ids=["adjective"]), PromptTask( "Describe {{ parent_outputs['animal'] }} with an adjective", id="adjective", child_ids=["new-animal"] ), PromptTask("Name a {{ parent_outputs['adjective'] }} animal", id="new-animal"), ], rules=[Rule("output a single lowercase word")], ) workflow.run()
[02/27/25 20:25:44] INFO PromptTask animal
Input: Name an animal
INFO PromptTask animal
Output: tiger
INFO PromptTask adjective
Input: Describe tiger with an adjective
INFO PromptTask adjective
Output: striped
INFO PromptTask new-animal
Input: Name a striped animal
[02/27/25 20:25:45] INFO PromptTask new-animal
Output: zebra
Declaratively specifying a mix of parents and children:
from griptape.rules import Rule from griptape.structures import Workflow from griptape.tasks import PromptTask workflow = Workflow( tasks=[ PromptTask("Name an animal", id="animal"), PromptTask( "Describe {{ parent_outputs['animal'] }} with an adjective", id="adjective", parent_ids=["animal"], child_ids=["new-animal"], ), PromptTask("Name a {{ parent_outputs['adjective'] }} animal", id="new-animal"), ], rules=[Rule("output a single lowercase word")], ) workflow.run()
[02/27/25 20:27:31] INFO PromptTask animal
Input: Name an animal
[02/27/25 20:27:32] INFO PromptTask animal
Output: tiger
INFO PromptTask adjective
Input: Describe tiger with an adjective
[02/27/25 20:27:33] INFO PromptTask adjective
Output: striped
INFO PromptTask new-animal
Input: Name a striped animal
INFO PromptTask new-animal
Output: zebra
Imperatively specify parents:
from griptape.rules import Rule from griptape.structures import Workflow from griptape.tasks import PromptTask animal_task = PromptTask("Name an animal", id="animal") adjective_task = PromptTask("Describe {{ parent_outputs['animal'] }} with an adjective", id="adjective") new_animal_task = PromptTask("Name a {{ parent_outputs['adjective'] }} animal", id="new-animal") adjective_task.add_parent(animal_task) new_animal_task.add_parent(adjective_task) workflow = Workflow( tasks=[animal_task, adjective_task, new_animal_task], rules=[Rule("output a single lowercase word")], ) workflow.run()
[02/27/25 20:27:19] INFO PromptTask animal
Input: Name an animal
[02/27/25 20:27:20] INFO PromptTask animal
Output: tiger
INFO PromptTask adjective
Input: Describe tiger with an adjective
INFO PromptTask adjective
Output: striped
INFO PromptTask new-animal
Input: Name a striped animal
[02/27/25 20:27:21] INFO PromptTask new-animal
Output: zebra
Imperatively specify children:
from griptape.rules import Rule from griptape.structures import Workflow from griptape.tasks import PromptTask animal_task = PromptTask("Name an animal", id="animal") adjective_task = PromptTask("Describe {{ parent_outputs['animal'] }} with an adjective", id="adjective") new_animal_task = PromptTask("Name a {{ parent_outputs['adjective'] }} animal", id="new-animal") animal_task.add_child(adjective_task) adjective_task.add_child(new_animal_task) workflow = Workflow( tasks=[animal_task, adjective_task, new_animal_task], rules=[Rule("output a single lowercase word")], ) workflow.run()
[02/27/25 20:27:35] INFO PromptTask animal
Input: Name an animal
INFO PromptTask animal
Output: tiger
INFO PromptTask adjective
Input: Describe tiger with an adjective
INFO PromptTask adjective
Output: striped
INFO PromptTask new-animal
Input: Name a striped animal
[02/27/25 20:27:36] INFO PromptTask new-animal
Output: zebra
Imperatively specify a mix of parents and children:
from griptape.rules import Rule from griptape.structures import Workflow from griptape.tasks import PromptTask workflow = Workflow( rules=[Rule("output a single lowercase word")], ) animal_task = PromptTask("Name an animal", id="animal", structure=workflow) adjective_task = PromptTask( "Describe {{ parent_outputs['animal'] }} with an adjective", id="adjective", structure=workflow ) new_animal_task = PromptTask("Name a {{ parent_outputs['adjective'] }} animal", id="new-animal", structure=workflow) adjective_task.add_parent(animal_task) adjective_task.add_child(new_animal_task) workflow.run()
[02/27/25 20:27:14] INFO PromptTask animal
Input: Name an animal
INFO PromptTask animal
Output: tiger
INFO PromptTask adjective
Input: Describe tiger with an adjective
[02/27/25 20:27:15] INFO PromptTask adjective
Output: striped
INFO PromptTask new-animal
Input: Name a striped animal
INFO PromptTask new-animal
Output: zebra
Or even mix imperative and declarative:
from griptape.rules import Rule from griptape.structures import Workflow from griptape.tasks import PromptTask animal_task = PromptTask("Name an animal", id="animal") adjective_task = PromptTask( "Describe {{ parent_outputs['animal'] }} with an adjective", id="adjective", parent_ids=["animal"] ) new_animal_task = PromptTask("Name a {{ parent_outputs['adjective'] }} animal", id="new-animal") new_animal_task.add_parent(adjective_task) workflow = Workflow( tasks=[animal_task, adjective_task, new_animal_task], rules=[Rule("output a single lowercase word")], ) workflow.run()
[02/27/25 20:28:14] INFO PromptTask animal
Input: Name an animal
INFO PromptTask animal
Output: tiger
INFO PromptTask adjective
Input: Describe tiger with an adjective
[02/27/25 20:28:15] INFO PromptTask adjective
Output: striped
INFO PromptTask new-animal
Input: Name a striped animal
INFO PromptTask new-animal
Output: zebra
Insert Parallel Tasks
Workflow.insert_tasks() provides a convenient way to insert parallel tasks between parents and children.
Info
By default, all children are removed from the parent task and all parent tasks are removed from the child task. If you want to keep these parent-child relationships, then set the preserve_relationship parameter to True.
Imperatively insert parallel tasks between a parent and child:
from griptape.rules import Rule from griptape.structures import Workflow from griptape.tasks import PromptTask workflow = Workflow( rules=[Rule("output a single lowercase word")], ) animal_task = PromptTask("Name an animal", id="animal") adjective_task = PromptTask("Describe {{ parent_outputs['animal'] }} with an adjective", id="adjective") color_task = PromptTask("Describe {{ parent_outputs['animal'] }} with a color", id="color") new_animal_task = PromptTask("Name an animal described as: \n{{ parents_output_text }}", id="new-animal") # The following workflow runs animal_task, then (adjective_task, and color_task) # in parallel, then finally new_animal_task. # # In other words, the output of animal_task is passed to both adjective_task and color_task # and the outputs of adjective_task and color_task are then passed to new_animal_task. workflow.add_task(animal_task) workflow.add_task(new_animal_task) workflow.insert_tasks(animal_task, [adjective_task, color_task], new_animal_task) workflow.run()
[02/27/25 20:27:01] INFO PromptTask animal
Input: Name an animal
[02/27/25 20:27:05] INFO PromptTask animal
Output: tiger
INFO PromptTask color
Input: Describe tiger with a color
INFO PromptTask adjective
Input: Describe tiger with an adjective
INFO PromptTask color
Output: orange
INFO PromptTask adjective
Output: striped
INFO PromptTask new-animal
Input: Name an animal described as:
striped
orange
INFO PromptTask new-animal
Output: tiger
Bitshift Composition
Task relationships can also be set up with the Python bitshift operators >> and <<. The following statements are all functionally equivalent:
task1 >> task2 task1.add_child(task2) task2 << task1 task2.add_parent(task1) task3 >> [task4, task5] task3.add_children([task4, task5])
When using the bitshift to compose operators, the relationship is set in the direction that the bitshift operator points.
For example, task1 >> task2 means that task1 runs first and task2 runs second.
Multiple operators can be composed – keep in mind the chain is executed left-to-right and the rightmost object is always returned. For example:
task1 >> task2 >> task3 << task4
is equivalent to:
task1.add_child(task2) task2.add_child(task3) task3.add_parent(task4)
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