Comments (3)
related to: #2064
from superduperdb.
import dataclasses as dc
import typing as t
import pandas as pd
from superduperdb import superduper
from superduperdb.components.component import Component
from superduperdb.components.datatype import (
pickle_serializer,
)
@dc.dataclass(kw_only=True)
class SpecialComponent(Component):
type_id: t.ClassVar[str] = "special"
my_data: pd.DataFrame
_artifacts: t.ClassVar = (("my_data", pickle_serializer),)
df = pd.DataFrame(
[{"a": 1, "b": 2}, {"a": 3, "b": 4}, {"a": 5, "b": 6}, {"a": 7, "b": 8}]
)
db = superduper("mongomock://test")
c = SpecialComponent("test", my_data=df)
db.add(c)
reloaded = db.load("special", c.identifier)
c.my_data
is a DataFrame
reloaded.my_data
is a Arfifact
We need to call reloaded.init() to get the actual my_data.
This will be very confusing.
We can automate this initialization except for data with lazy loading.
from superduperdb.
I think this sounds like a bug - not intended behaviour - it's indeed correct that everything should be unwrapped after passing to the Component
, however not Lazy*
. How can we enforce this? The idea of init
was for lazy loading.
from superduperdb.
Related Issues (20)
- [APP] Add `/db/apply_template` endpoint to invoke a template
- Remove the `info` variable from the datatype
- [DOC]: ImportError: cannot import name 'LLM' from 'superduperdb.ext.transformers' HOT 9
- [BUGS-0.2.0] URL anonymization on snowflake
- Provide an interface for data viewing that allows interactive data observation functionality.
- [BUG-0.2.0]: Errors When Inserting Artifact Encodable Type Data HOT 1
- [Version Info] Rename superduperdb
- Improve superduperdb component serialised console print with verbose controls.
- [CORE-0.3] Improvements to core functionality
- [CORE-0.3] Remove `@dc.dataclass` wrappers everywhere HOT 1
- [CORE-0.3] Serialize classes so that they are accessible from all services
- [DOC]: Missing DevKit installation in CONTRIBUTING file HOT 2
- [BUGS-0.2.0] Fix order for information printing
- [MISC] Encode the component’s artifact using the schema of the component.
- [MISC] Rollback the design of the Dataset
- [BUG]: The data on the parent-child relationship of the component is incorrect.
- [MISC]: In the listener, use a meaningful predict_id.
- Make ray job submission fire and forget HOT 1
- [BUGS-0.2.0] Closing session kills ray jobs
- [BUGS-0.2.0] Renew Authentication tokens HOT 1
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from superduperdb.