;; gorilla-repl.fileformat = 1

;; **
;;; # Tiny Bars
;; **

;; @@
(ns tiny-bars
  (:require [gorilla-plot.core :as plot]
            [gg4clj.core :as gg4clj]
            [clojure.math.combinatorics :refer [cartesian-product]]
            [cnc.analytics :as a]
            [cnc.execute :as exe]
            [clojure.pprint :refer [pprint]]
            [hasch.core :refer [uuid]]
            [boltzmann.matrix :refer [full-matrix]]
            [clojure.java.shell :refer [sh]]
            [cnc.core :refer [state]]
            [cnc.execute :refer [slurp-bytes]]
            [clojure.core.matrix :as mat]
            [clj-hdf5.core :as hdf5]
            [konserve.protocols :refer [-get-in -bget -exists?]]
            [geschichte.platform :refer [<!?]]
            [boltzmann.core :refer [train-cd sample-gibbs]]
            [boltzmann.theoretical :refer [create-theoretical-rbm]]
            [boltzmann.formulas :as f]
            [boltzmann.protocols :refer [-weights -biases]]
            [clojure.core.matrix :refer [dot matrix]]
            [clojure.core.async :refer [chan] :as async]))
(def store (get-in @state [:repo :store]))
(def states (cartesian-product [0 1] [0 1] [0 1] [0 1]))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;tiny-bars/states</span>","value":"#'tiny-bars/states"}
;; <=

;; @@
(def bars (<!? (-bget store #uuid "0bd17cd8-237b-5ecd-987a-033ca22ea6f1"  #(-> % :input-stream slurp read-string))))
bars
;; @@
;; =>
;;; {"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-long'>1</span>","value":"1"},{"type":"html","content":"<span class='clj-long'>0</span>","value":"0"},{"type":"html","content":"<span class='clj-long'>1</span>","value":"1"},{"type":"html","content":"<span class='clj-long'>0</span>","value":"0"}],"value":"[1 0 1 0]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-long'>0</span>","value":"0"},{"type":"html","content":"<span class='clj-long'>1</span>","value":"1"},{"type":"html","content":"<span class='clj-long'>0</span>","value":"0"},{"type":"html","content":"<span class='clj-long'>1</span>","value":"1"}],"value":"[0 1 0 1]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-long'>1</span>","value":"1"},{"type":"html","content":"<span class='clj-long'>1</span>","value":"1"},{"type":"html","content":"<span class='clj-long'>0</span>","value":"0"},{"type":"html","content":"<span class='clj-long'>0</span>","value":"0"}],"value":"[1 1 0 0]"}],"value":"[[1 0 1 0] [0 1 0 1] [1 1 0 0]]"}
;; <=

;; @@
(first bars)
;; @@
;; =>
;;; {"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-long'>1</span>","value":"1"},{"type":"html","content":"<span class='clj-long'>0</span>","value":"0"},{"type":"html","content":"<span class='clj-long'>1</span>","value":"1"},{"type":"html","content":"<span class='clj-long'>0</span>","value":"0"}],"value":"[1 0 1 0]"}
;; <=

;; @@
(def weight-blobs [#uuid "3c986e1e-253e-5957-9ab8-ef6677eb8a95" #uuid "05c60dc6-e5eb-5c03-9693-b96c6d228ca1" #uuid "2d7e5a39-99df-5628-b39d-51ea436b844d" #uuid "121cf4f9-196f-5100-bd29-e9b65f6a5e4b" #uuid "3d5d12f1-9667-57a4-a784-9890f7e00c35" #uuid "2ba17e00-1b5d-55be-bcb6-4e17b5609677" #uuid "3cd6547d-583b-5b24-ab56-86e23c81cc0f" #uuid "2ed7c11f-036a-5c3d-bea4-0b896353fe0f" #uuid "17d806ba-147c-5f20-a1ca-1fcb35b63369" #uuid "2dcb97aa-80b7-5308-98d4-96c6fff29e7f"])
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;tiny-bars/weight-blobs</span>","value":"#'tiny-bars/weight-blobs"}
;; <=

;; @@
(def weights (map #(-> (a/get-hdf5-tensor store % "/weight") last) weight-blobs))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;tiny-bars/weights</span>","value":"#'tiny-bars/weights"}
;; <=

;; @@
(def bias-blobs [#uuid "318bee68-4418-5468-96fd-afefef21972e" #uuid "053ba1e6-c453-569e-9d02-bfaf100bd0e3" #uuid "06646b67-554e-510e-b930-af640dc32031" #uuid "2cc0f323-5057-5285-8ac0-8e0657e29c9a" #uuid "1c4191db-8b42-5d95-b459-b57e78bd5fc0" #uuid "136e663b-2d29-5588-b492-a5320b81298d" #uuid "1c404cec-155e-5f72-8661-e4fe258e9b84" #uuid "061d8885-d7e2-5e96-b43b-2a0b2e201655" #uuid "06360b2e-9ed9-5090-a01e-682060aab104" #uuid "32143207-fdf3-5685-a6e9-b1e82a9912ad"])
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;tiny-bars/bias-blobs</span>","value":"#'tiny-bars/bias-blobs"}
;; <=

;; @@
(def biases (map #(-> (a/get-hdf5-tensor store % "/weight") last) bias-blobs))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;tiny-bars/biases</span>","value":"#'tiny-bars/biases"}
;; <=

;; @@
(def ev-theos 
  (map (fn [w b]
       (let [c (/ (count w) 2)
             vc 4
             ev-rbm (create-theoretical-rbm (mapv vec (partition vc (drop c w))) (vec (take vc b)) (vec (drop vc b)))]
       (reduce (fn [f s] (update-in f [(take vc s)] 
                             (fnil + 0)
                             (f/prob ev-rbm s)))
        {}
     (f/state-space 10))))
     weights biases))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;tiny-bars/ev-theos</span>","value":"#'tiny-bars/ev-theos"}
;; <=

;; @@
(def ev-theo (reduce (fn [f s] (update-in f [(take 4 s)] 
                             (fnil + 0)
                             (f/prob (full-matrix (:restricted-weights ev-rbm)) 
                           (concat (:v-biases ev-rbm) (:h-biases ev-rbm)) s)))
        {}
     (f/state-space 10)))
;; @@
;; ->
;;; &quot;Elapsed time: 334.58392 msecs&quot;
;;; 
;; <-
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;tiny-bars/ev-theo</span>","value":"#'tiny-bars/ev-theo"}
;; <=

;; @@
(sort-by val > ev-theo)
;; @@
;; =>
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class='clj-double'>0.008748959433086368</span>","value":"0.008748959433086368"}],"value":"[(1 1 1 1) 0.008748959433086368]"}],"value":"([(1 0 1 0) 0.15110725972247607] [(0 1 0 1) 0.1347705145428786] [(1 1 0 0) 0.12764858659744488] [(1 0 0 0) 0.10088426837213119] [(0 1 0 0) 0.09966070562968508] [(0 0 1 0) 0.06872435510254442] [(0 0 0 0) 0.06163496230369488] [(0 0 0 1) 0.0483886155737601] [(1 1 1 0) 0.04257987019453487] [(1 1 0 1) 0.0407581455546054] [(0 0 1 1) 0.0344179766846384] [(0 1 1 0) 0.02252252257367106] [(0 1 1 1) 0.021181136295995728] [(1 0 1 1) 0.019124362327028955] [(1 0 0 1) 0.017847759091823994] [(1 1 1 1) 0.008748959433086368])"}
;; <=

;; @@
(gg4clj/view 
  [[:<- :d (gg4clj/data-frame {:x (map (comp str vec) 
                      (apply concat (repeat 1 states)))    
                               :y (vec (concat (map ev-theo states)))
                               :z (vec (concat (repeat (count states) "theo")))})]
  (gg4clj/r+ [:ggplot :d [:aes {:x :x :y :y :fill :z}]]
                        [:geom_bar {:stat "identity"}])]
  {:width 10})
;; @@
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;; <=

;; @@
(def back-ch (chan 3e4))
(def trad-rbm (train-cd (create-theoretical-rbm 4 6)
          bars
          :epochs 10000
          :init-learning-rate 0.01
          :learning-rate-fn (fn [i s] i)
          :back-ch back-ch))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;tiny-bars/trad-rbm</span>","value":"#'tiny-bars/trad-rbm"}
;; <=

;; @@
(async/close! back-ch)
(def history (<!? (async/into [] back-ch)))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;tiny-bars/history</span>","value":"#'tiny-bars/history"}
;; <=

;; @@
(def trad-weight-traces (take-nth 100 (map (comp flatten first) history)))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;tiny-bars/trad-weight-traces</span>","value":"#'tiny-bars/trad-weight-traces"}
;; <=

;; @@
(apply plot/compose 
       (map #(plot/list-plot %1 :color %2 :joined true
                             :plot-range [[0 300] [-15 15]] :plot-size 600)
       (mat/transpose trad-weight-traces)
       ["red" "green" "blue" "orange" "brown" "black" "grey"]))
;; @@
;; =>
;;; 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;; <=

;; @@
(def trad-theo (reduce (fn [f s] (update-in f [(take 4 s)] 
                             (fnil + 0)
                             (f/prob (full-matrix (:restricted-weights trad-rbm)) 
                           (concat (:v-biases trad-rbm) (:h-biases trad-rbm)) s)))
        {}
     (f/state-space 10)))
(map trad-theo states)
;; @@
;; ->
;;; &quot;Elapsed time: 104.778336 msecs&quot;
;;; 
;; <-
;; =>
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;; <=

;; @@
(gg4clj/view 
  [[:<- :d (gg4clj/data-frame {:x (map (comp str vec) 
                      (apply concat (repeat 2 states)))    
                               :y (vec (concat (map ev-theo states) (map trad-theo states)))
                               :z (vec (concat (repeat (count states) "ev-theo") (repeat (count states) "trad-theo")))})]
  (gg4clj/r+ [:ggplot :d [:aes {:x :x :y :y :fill :z}]]
                        [:geom_bar {:stat "identity" :position (keyword "position_dodge()")}])]
  {:width 10})
;; @@
;; =>
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