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tweaks.

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This commit is contained in:
Bryce
2023-06-14 16:19:30 -07:00
parent 85ce806dfc
commit 4d4678f6f7
2 changed files with 71 additions and 29 deletions
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2
scratch-sessions/build_ml.clj
View File

@@ -79,7 +79,7 @@
:quote? (constantly true))))
(defn write-inference []
(with-open [f (io/writer "/mnt/data/dev2/ml-test/input/inference.csv")]
(with-open [f (io/writer "~/dev/transaction-training/input/inference.csv")]
(csv/write-csv f
(into [["transaction" "client" "bank" "bank_type" "description" "date" "amount"]]
(->>

98
scratch-sessions/ingest_ml.clj
View File

@@ -1,8 +1,8 @@
(ns ingest-ml
(:require [datomic.client.api :as dc]
(:require [datomic.api :as dc]
[clojure.java.io :as io]
[clojure.data.csv :as csv]
[iol-ion.tx :refer [upsert-entity]]
#_[iol-ion.tx :refer [upsert-entity]]
[auto-ap.datomic :refer [conn]]))
(println "hi")
@@ -13,37 +13,60 @@
(defn reset-inference []
(doseq [p (->>
(dc/q '[:find ?t
:where [?t :transaction/recommended-account]]
(dc/db conn))
(map (fn [[t]]
`(upsert-entity
~{:db/id t
:transaction/recommended-account nil
:tranasction/vendor-confidence nil
:transaction/account-confidence nil
:transaction/recommended-vendor nil})))
(partition-all 100))]
(dc/transact conn {:tx-data p})))
(doseq [p (->>
(dc/q '[:find ?t
:where [?t :transaction/recommended-account]]
(dc/db conn))
(map (fn [[t]]
[:upsert-entity {:db/id t
:transaction/recommended-account nil
:tranasction/vendor-confidence nil
:transaction/account-confidence nil
:transaction/recommended-vendor nil}]))
(partition-all 100))]
@(dc/transact conn p)))
(defn slurp-csv [c]
(with-open [s (io/reader c)]
(into [] (csv/read-csv s))))
(defn read-inference []
(with-open [reader (io/reader "/mnt/data/dev2/ml-test/inference-outcome.csv")]
(->> (csv/read-csv reader)
(into []
(comp
(drop 1)
(map (fn [[_ transaction best-vendor best-account account-confidence]]
{:db/id (Long/parseLong transaction)
:transaction/recommended-account (Long/parseLong best-account)
:transaction/account-confidence (Double/parseDouble account-confidence)
:transaction/recommended-vendor (Long/parseLong best-vendor)}
)))))))
(let [numeric-code->account (into {} (dc/q '[:find ?nc ?a
:in $
:where [?a :account/numeric-code ?nc]]
(dc/db conn)))
inference-account->account (into {}
(comp
(drop 1)
(map (fn [[a n]]
[(Long/parseLong a) (numeric-code->account (Long/parseLong n))])))
(slurp-csv "/home/notid/dev/transaction-training/input/accounts.csv"))
vendor-name->vendor (into {} (dc/q '[:find ?vn ?v
:in $
:where [?v :vendor/name ?vn]]
(dc/db conn)))
inference-vendor->vendor (into {}
(comp
(drop 1)
(map (fn [[a n]]
[(Long/parseLong a) (vendor-name->vendor (Long/parseLong n))])))
(slurp-csv "/home/notid/dev/transaction-training/input/vendors.csv"))]
inference-vendor->vendor
#_(with-open [reader (io/reader "/home/notid/dev/transaction-training/inference-outcome.csv")]
(->> (csv/read-csv reader)
(into []
(comp
(drop 1)
(map (fn [[_ transaction best-vendor best-account account-confidence]]
{:db/id (Long/parseLong transaction)
:transaction/recommended-account (Long/parseLong best-account)
:transaction/account-confidence (Double/parseDouble account-confidence)
:transaction/recommended-vendor (Long/parseLong best-vendor)}))))))))
(defn apply-inference [inference]
(doseq [p (->> inference (partition-all 100))]
(dc/transact conn {:tx-data p})))
@(dc/transact conn p)))
(defn check-applied-inference []
@@ -69,3 +92,22 @@
(dc/db conn))
(shuffle)
(take 10))))
(defn random-infer []
(let [n (rand-int 1000)
vs (into [] (map first (dc/q '[:find ?v :in $ :where [?v :vendor/name]] (dc/db conn))))
as (into [] (map first (dc/q '[:find ?v :in $ :where [?v :account/name]] (dc/db conn))))]
(->>
(dc/qseq {:query '[:find ?t
:where
[?t :transaction/approval-status :transaction-approval-status/unapproved]
(not [?t :transaction/vendor])]
:args [(dc/db conn)]})
(map first)
(take n)
(map (fn [t]
{:db/id t
:transaction/recommended-account (rand-nth as)
:transaction/account-confidence (double (/ (double (rand-int 100)) 100.0))
:transaction/recommended-vendor (rand-nth vs)})))))