72 lines
2.4 KiB
Clojure
72 lines
2.4 KiB
Clojure
(ns ingest-ml
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(:require [datomic.client.api :as dc]
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[clojure.java.io :as io]
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[clojure.data.csv :as csv]
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[iol-ion.tx :refer [upsert-entity]]
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[auto-ap.datomic :refer [conn]]))
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(println "hi")
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(defn boot []
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(user/init-repl)
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(user/start-db))
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(defn reset-inference []
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(doseq [p (->>
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(dc/q '[:find ?t
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:where [?t :transaction/recommended-account]]
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(dc/db conn))
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(map (fn [[t]]
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`(upsert-entity
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~{:db/id t
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:transaction/recommended-account nil
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:tranasction/vendor-confidence nil
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:transaction/account-confidence nil
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:transaction/recommended-vendor nil})))
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(partition-all 100))]
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(dc/transact conn {:tx-data p})))
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(defn read-inference []
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(with-open [reader (io/reader "/mnt/data/dev2/ml-test/inference-outcome.csv")]
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(->> (csv/read-csv reader)
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(into []
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(comp
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(drop 1)
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(map (fn [[_ transaction best-vendor best-account account-confidence]]
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{:db/id (Long/parseLong transaction)
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:transaction/recommended-account (Long/parseLong best-account)
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:transaction/account-confidence (Double/parseDouble account-confidence)
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:transaction/recommended-vendor (Long/parseLong best-vendor)}
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)))))))
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(defn apply-inference [inference]
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(doseq [p (->> inference (partition-all 100))]
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(dc/transact conn {:tx-data p})))
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(defn check-applied-inference []
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(clojure.pprint/pprint
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(->>
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(dc/q '[:find ?code ?bac ?do ?amount ?vc ?rvn ?ac ?ran
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:in $
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:where
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[?t :transaction/recommended-account ?ra]
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[?ra :account/name ?ran]
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[?t :transaction/account-confidence ?ac]
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[?t :transaction/recommended-vendor ?rv]
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[?rv :vendor/name ?rvn]
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[?t :transaction/description-original ?do]
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[?t :transaction/client ?c]
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[?c :client/code ?code]
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[?t :transaction/bank-account ?ba]
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[?ba :bank-account/code ?bac]
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[?t :transaction/amount ?amount]
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]
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(dc/db conn))
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(shuffle)
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(take 10))))
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