Do you want something like this?

(ns dda.test)

(def test-infinite-lazy-seq (repeatedly
                             (fn [] {:id (rand-int 2)
                                     :val (rand-int 10)})))

(def test-finite-seq [{:id 1 :val 1}
                      {:id 1 :val 2}
                      {:id 3 :val 1}])

(defn parallel-per
  [k seqf ls]
  (pmap #(map seqf %) (partition-by #(k %) ls)))

(take 10 (parallel-per :id
                       (fn [m] (update m :val inc))
                       test-infinite-lazy-seq))

(parallel-per :id
              (fn [m] (update m :val inc))
              test-finite-seq)


It handles your simple example, and can also handle infinite sequences 
lazily, since I assumed your Kinesis stream would be infinite and you want 
to process things as they come through.

Now this only parallelize groups that come through back to back. It is not 
possible to do a group by ":id" on an infinite sequence, so the only thing 
you could do better then this would be to chunk. So you could take in batch 
of 100 from the stream, then group-by on it, and parallelize each groups. I 
can try to write a solution for that too if you want.


On Tuesday, 20 June 2017 11:57:59 UTC-7, Tom Connors wrote:
>
> Great, I'll watch that video. Thanks again.
>

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