Commit 6e30220
committed
Add a proof-of-concept for "Observer-like" batch loading
**Note**: This commit, as-is, is not (yet) intended for merge. It is
created to provide a proof-of-concept and gauge interest as
polishing/testing this requires a non-trivial amount of effort.
Motivation
==========
The current DataLoader mechanism completes the corresponding
`CompletableFuture` for a given key when the corresponding value is
returned. However, DataLoader's `BatchLoader` assumes that the
underlying batch function can only return all of its requested items at
once (as an example, a SQL database query).
However, the batch function may be a service that can return items
progressively using a subscription-like architecture. Some examples
include:
- Project Reactor's [Subscriber](https://www.reactive-streams.org/reactive-streams-1.0.4-javadoc/org/reactivestreams/Subscriber.html).
- gRPC's [StreamObserver](https://grpc.github.io/grpc-java/javadoc/io/grpc/stub/StreamObserver.html).
- RX Java's [Flowable](https://reactivex.io/RxJava/3.x/javadoc/io/reactivex/rxjava3/core/Flowable.html).
Streaming results in this fashion offers several advantages:
- Certain values may be returned earlier than others (for example, the
batch function may have cached values it can return early).
- Memory load is lessened on the batch function (which may be an
external service), as it does not need to keep hold of the retrieved
values before it can send them out at once.
- We are able to save the need to stream individual error values by
providing an `onError` function to terminate the stream early.
Proposal
========
We provide two new `BatchLoader`s and support for them in
`java-dataloader`:
- `ObserverBatchLoader`, with a load function that accepts:
- a list of keys.
- a `BatchObserver` intended as a delegate for publisher-like
structures found in Project Reactor and Rx Java. This obviates the
need to depend on external libraries.
- `MappedObserverBatchLoader`, similar to `ObserverBatchLoader` but
with an `onNext` that accepts a key _and_ value (to allow for early
termination of streams without needing to process `null`s).
- `*WithContext` variants for the above.
The key value-add is that the implementation of `BatchObserver`
(provided to the load functions) will immediately complete the queued
future for a given key when `onNext` is called with a value. This means
that if we have a batch function that can deliver values progressively,
we can continue evaluating the query as the values arrive. As an
arbitrary example, let's have a batch function that serves both the
reporter and project fields on a Jira issue:
```graphql
query {
issue {
project {
issueTypes { ... }
}
reporter { ... }
}
}
```
If the batch function can return a `project` immediately but is delayed
in when it can `reporter`, then our batch loader can return `project`
and start evaluating the `issueTypes` immediately while we load the
`reporter` in parallel. This would provide a more performant query
evaluation.
As mentioned above, this is not in a state to be merged - this is
intended to gauge whether this is something the maintainers would be
interested in owning. Should this be the case, the author is willing to
test/polish this pull request so that it may be merged.1 parent 1bb63aa commit 6e30220
File tree
12 files changed
+644
-7
lines changed- src
- main/java/org/dataloader
- scheduler
- test/java
- org/dataloader
- scheduler
12 files changed
+644
-7
lines changed| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
| 1 | + | |
| 2 | + | |
| 3 | + | |
| 4 | + | |
| 5 | + | |
| 6 | + | |
| 7 | + | |
| 8 | + | |
| 9 | + | |
| 10 | + | |
| 11 | + | |
| 12 | + | |
| 13 | + | |
| 14 | + | |
| 15 | + | |
| 16 | + | |
| 17 | + | |
| 18 | + | |
| 19 | + | |
| 20 | + | |
| 21 | + | |
| 22 | + | |
| 23 | + | |
| 24 | + | |
| 25 | + | |
| 26 | + | |
| 27 | + | |
| 28 | + | |
| 29 | + | |
| 30 | + | |
| 31 | + | |
| 32 | + | |
| 33 | + | |
Large diffs are not rendered by default.
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
| 1 | + | |
| 2 | + | |
| 3 | + | |
| 4 | + | |
| 5 | + | |
| 6 | + | |
| 7 | + | |
| 8 | + | |
| 9 | + | |
| 10 | + | |
| 11 | + | |
| 12 | + | |
| 13 | + | |
| 14 | + | |
| 15 | + | |
| 16 | + | |
| 17 | + | |
| 18 | + | |
| 19 | + | |
| 20 | + | |
| 21 | + | |
| 22 | + | |
| 23 | + | |
| 24 | + | |
| 25 | + | |
| 26 | + | |
| 27 | + | |
| 28 | + | |
| 29 | + | |
| 30 | + | |
| 31 | + | |
| 32 | + | |
| 33 | + | |
| 34 | + | |
Lines changed: 17 additions & 0 deletions
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
| 1 | + | |
| 2 | + | |
| 3 | + | |
| 4 | + | |
| 5 | + | |
| 6 | + | |
| 7 | + | |
| 8 | + | |
| 9 | + | |
| 10 | + | |
| 11 | + | |
| 12 | + | |
| 13 | + | |
| 14 | + | |
| 15 | + | |
| 16 | + | |
| 17 | + | |
Lines changed: 10 additions & 0 deletions
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
| 1 | + | |
| 2 | + | |
| 3 | + | |
| 4 | + | |
| 5 | + | |
| 6 | + | |
| 7 | + | |
| 8 | + | |
| 9 | + | |
| 10 | + | |
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
| 1 | + | |
| 2 | + | |
| 3 | + | |
| 4 | + | |
| 5 | + | |
| 6 | + | |
| 7 | + | |
| 8 | + | |
| 9 | + | |
| 10 | + | |
| 11 | + | |
| 12 | + | |
| 13 | + | |
| 14 | + | |
| 15 | + | |
| 16 | + | |
| 17 | + | |
| 18 | + | |
| 19 | + | |
Lines changed: 10 additions & 0 deletions
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
| 1 | + | |
| 2 | + | |
| 3 | + | |
| 4 | + | |
| 5 | + | |
| 6 | + | |
| 7 | + | |
| 8 | + | |
| 9 | + | |
| 10 | + | |
Lines changed: 21 additions & 0 deletions
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
5 | 5 | | |
6 | 6 | | |
7 | 7 | | |
| 8 | + | |
| 9 | + | |
8 | 10 | | |
9 | 11 | | |
10 | 12 | | |
| |||
42 | 44 | | |
43 | 45 | | |
44 | 46 | | |
| 47 | + | |
| 48 | + | |
| 49 | + | |
| 50 | + | |
| 51 | + | |
| 52 | + | |
| 53 | + | |
45 | 54 | | |
46 | 55 | | |
47 | 56 | | |
| |||
71 | 80 | | |
72 | 81 | | |
73 | 82 | | |
| 83 | + | |
| 84 | + | |
| 85 | + | |
| 86 | + | |
| 87 | + | |
| 88 | + | |
| 89 | + | |
| 90 | + | |
| 91 | + | |
| 92 | + | |
| 93 | + | |
| 94 | + | |
74 | 95 | | |
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
304 | 304 | | |
305 | 305 | | |
306 | 306 | | |
| 307 | + | |
| 308 | + | |
| 309 | + | |
| 310 | + | |
| 311 | + | |
| 312 | + | |
307 | 313 | | |
308 | 314 | | |
309 | 315 | | |
| |||
Lines changed: 106 additions & 0 deletions
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
| 1 | + | |
| 2 | + | |
| 3 | + | |
| 4 | + | |
| 5 | + | |
| 6 | + | |
| 7 | + | |
| 8 | + | |
| 9 | + | |
| 10 | + | |
| 11 | + | |
| 12 | + | |
| 13 | + | |
| 14 | + | |
| 15 | + | |
| 16 | + | |
| 17 | + | |
| 18 | + | |
| 19 | + | |
| 20 | + | |
| 21 | + | |
| 22 | + | |
| 23 | + | |
| 24 | + | |
| 25 | + | |
| 26 | + | |
| 27 | + | |
| 28 | + | |
| 29 | + | |
| 30 | + | |
| 31 | + | |
| 32 | + | |
| 33 | + | |
| 34 | + | |
| 35 | + | |
| 36 | + | |
| 37 | + | |
| 38 | + | |
| 39 | + | |
| 40 | + | |
| 41 | + | |
| 42 | + | |
| 43 | + | |
| 44 | + | |
| 45 | + | |
| 46 | + | |
| 47 | + | |
| 48 | + | |
| 49 | + | |
| 50 | + | |
| 51 | + | |
| 52 | + | |
| 53 | + | |
| 54 | + | |
| 55 | + | |
| 56 | + | |
| 57 | + | |
| 58 | + | |
| 59 | + | |
| 60 | + | |
| 61 | + | |
| 62 | + | |
| 63 | + | |
| 64 | + | |
| 65 | + | |
| 66 | + | |
| 67 | + | |
| 68 | + | |
| 69 | + | |
| 70 | + | |
| 71 | + | |
| 72 | + | |
| 73 | + | |
| 74 | + | |
| 75 | + | |
| 76 | + | |
| 77 | + | |
| 78 | + | |
| 79 | + | |
| 80 | + | |
| 81 | + | |
| 82 | + | |
| 83 | + | |
| 84 | + | |
| 85 | + | |
| 86 | + | |
| 87 | + | |
| 88 | + | |
| 89 | + | |
| 90 | + | |
| 91 | + | |
| 92 | + | |
| 93 | + | |
| 94 | + | |
| 95 | + | |
| 96 | + | |
| 97 | + | |
| 98 | + | |
| 99 | + | |
| 100 | + | |
| 101 | + | |
| 102 | + | |
| 103 | + | |
| 104 | + | |
| 105 | + | |
| 106 | + | |
0 commit comments