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stream data aggregator
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require 'coffee-mate/global' | |
compareDictOn = (f) -> | |
(da, db) -> | |
[da, db] = [f(da), f(db)] | |
for k, va of da | |
vb = db[k] | |
if (not vb?) or (va < vb) | |
return -1 | |
else if (not va?) or (va > vb) | |
return 1 | |
return 0 | |
groupOn = (f) -> | |
(items) -> | |
k_memo = {} | |
v_memo = {} | |
foreach items, (it) -> | |
key = f(it) | |
k = (v for _, v of key).join(',') | |
k_memo[k] ?= key | |
v_memo[k] ?= [] | |
v_memo[k].push it | |
return [seek(k_memo), v_memo] | |
### | |
aggregator :: { | |
keys: (List -> Dict) | |
folder: {init: Dict, fold: ((Dict, Item) -> Dict)} | |
values: ((Dict, Dict) -> Dict) | |
} -> [Item] -> [{key, value}] | |
### | |
aggregator = ({keys, folder, values}) -> | |
(items) -> | |
[getkey, groups] = groupOn(keys) items | |
states = {} | |
results = [] | |
foreach enumerate(groups), ([k, xs]) -> | |
key = getkey(k) | |
state = deepcopy(folder.init) | |
foreach xs, (x) -> | |
state = folder.fold(state, x) | |
value = values(state, key) | |
results.push {key, value} | |
#f = ({key}) -> (v for _, v of key).join(',') | |
#return results.sort((a, b) -> u = f(a); v = f(b); (u > v) - (u < v)) | |
return results.sort compareDictOn(pluck 'key') | |
#### helpers | |
each = (d) -> | |
(args...) -> | |
r = {} | |
for k, f of d | |
r[k] = f(args...) | |
return r | |
foldEach = (d) -> | |
init = {} | |
fold_ = {} | |
for k, v of d | |
init[k] = v.init | |
fold_[k] = v.fold | |
fold = (r, v) -> | |
rr = {} | |
for k, f of fold_ | |
rr[k] = f(r[k], v) | |
return rr | |
return {init, fold} | |
SUM = (f) -> init: 0, fold: (r, x) -> r + f(x) | |
COUNT = SUM (-> 1) | |
#### try | |
f = (i, j, k, l) -> | |
{date: i, type: ['袜子', '鞋子'][j], amount: k, sale: k * (0.5 + l) * [10, 200][j]} | |
data = list(200) zipWith(f) ranged_random_gen(14, seed: 1), ranged_random_gen(2, seed: 2), ranged_random_gen(10, seed: 3), random_gen(seed: 4) | |
#log -> data | |
ag = aggregator | |
keys: (v) -> | |
type: v.type | |
#week: v.date // 7 | |
#day: v.date % 7 | |
folder: | |
init: | |
totalSale: 0 | |
totalAmount: 0 | |
count: 0 | |
fold: ({totalSale, totalAmount, count}, v) -> | |
totalSale: totalSale + v.sale | |
totalAmount: totalAmount + v.amount | |
count: count + 1 | |
values: ({totalSale, totalAmount, count}, {week, type}) -> | |
totalSale: totalSale | |
totalAmount: totalAmount | |
meanPrice: totalSale / totalAmount | |
ag2 = aggregator | |
keys: each | |
type: pluck('type') | |
#week: (v) -> v.date // 7 | |
#day: (v) -> v.date % 7 | |
folder: foldEach | |
totalSale: SUM pluck('sale') | |
totalAmount: SUM pluck('amount') | |
count: COUNT | |
values: ({totalSale, totalAmount, count}, {week, type}) -> | |
totalSale: totalSale | |
totalAmount: totalAmount | |
meanPrice: totalSale / totalAmount | |
#count: count | |
r = ag2 data | |
log json r, ' '.repeat(4) |
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