schemata is a utility for abstracting away names and places for file-like data storage by providing "context" to naming conventions and IO operations.
schemata-s3 is an S3 context that uses mcohen01/amazonica
to enable clojure.java.io utilities like spit
, slurp
, io/reader
, etc. with
S3 paths.
Lein (Uses Break Versioning):
[org.clojars.mjdowney/schemata-s3 "1.0.0"]
Before running the examples you'll need to require
some stuff and invoke
s3-context
with some basic configuration (credentials, region, bucket).
Invoking s3-context
without a naming convention allows us to work with plain
paths like s3://my-bucket/path/to/key.log
.
Throughout the examples I'll be working in a REPL session with a bucket I use to store order book data.
(require '[schemata-s3.core :refer :all])
(require '[schemata.core :as s])
;; Provides IO context for a bucket called "crypto-markets-test"
(def context
(s3-context
;; No need to include credentials if AWS CLI
;; is configured locally
{:endpoint "us-east-1" :access-key "" :secret-key ""}
"crypto-markets-test"))
; => #'user/context
;; Listing files. The response is a lazy sequence.
(def all-items
(s/list context))
; => #'user/all-items
(first all-items)
; => "s3://crypto-markets-test/full/Bitstamp_BCH_BTC.2019-04-15.log"
;; Information about listed files
(s/info context (first all-items))
; =>
; {:bucket-name "crypto-markets-test",
; :etag "26654041db8f64b06c85086cfb0e5b54",
; :storage-class "STANDARD",
; :last-modified 1555298405000,
; :key "full/Bitstamp_BCH_BTC.2019-04-15.log",
; :size 53879,
; :base-name "Bitstamp_BCH_BTC.2019-04-15.log"}
slurp
/ spit
with S3 objects;; Reading from a file is simple. s/io returns an IOFactory implementation.
(def path
"s3://crypto-markets-test/full/Bitstamp_BCH_BTC.2019-04-15.log")
; => #'user/path
(slurp (s/io context path))
; =>
"{\"asks\":[{\"price\":0.05861481,\"qty\":9.62297774},{\"price\":0.05861483,\"qty\":7.15500000},{\"price\":0.05861515,\"qty\":1.80339886},{\"price\":0.05861516,\"qty\":11.00000000},{\"price\":0.05861539,\"qty\":25.00000000},{\"price\":0.05862477,\"qty\":100.00000000},{\"price\":0.05865786,\"qty\":11.09600000},{\"price\":0.05866510,\"qty\":4.19200000},{\"price\":0.05870789,\"qty\":2.64151638},{\"price\":0.05874437,\"qty\":0.16248000},{\"price\":0.05874438,\"qty\":32.40056330},{\"price\":0.05874440,\"qty\":200.00000000},{\"price\":0.05879048,\"qty\":0.03250000},{\"price\":0.05879052,\"qty\":13.00000000},{\"price\":0.05881516,\"qty\":0.33102872},{\"price\":0.05887946,\"qty\":16.00000000},{\"price\":0.05895834,\"qty\":0.30288047},{\"price\":0.05900532,\"qty\":0.03420376},{\"price\":0.05908001,\"qty\":21.99566274},{\"price\":0.05908002,\"qty\":3.68168467},{\"price\":0.05908004,\"qty\":130.00000000},{\"price\":0.05908005,\"qty\":0.87193803},{\"price\":0.05908952,\"qty\":0.44438695},{\"price\":0.05938293,\"qty\":0.84784290},{\"price\":0.05976611,\"qty\":42.00000000},{\"price\":0.06000000,\"qty\":0.57940411},{\"price\":0.06100000,\"qty\":0.10000000},{\"price\":0.06100464,\"qty\":0.04416755},{\"price\":0.06190000,\"qty\":5.00000000},{\"price\":0.06200000,\"qty\":0.10000000},{\"price\":0.06280000,\"qty\":0.30000000},{\"price\":0.06290000,\"qty\":0.10000000},{\"price\":0.06300000,\"qty\":0.20000000},{\"price\":0.06310000,\"qty\":20.00000000},{\"price\":0.06400000,\"qty\":7.30000000},{\"price\":0.06440000,\"qty\":0.30000000},{\"price\":0.06484143,\"qty\":0.39972818},{\"price\":0.06500000,\"qty\":16.08889405},{\"price\":0.06580423,\"qty\":1.00000000},{\"price\":0.06588003,\"qty\":0.11402726},{\"price\":0.06600000,\"qty\":0.30000000},{\"price\":0.06620000,\"qty\":0.40000000},{\"price\":0.06650000,\"qty\":35.24488677},{\"price\":0.06660000,\"qty\":0.40000000},{\"price\":0.06700000,\"qty\":3.51344791},{\"price\":0.06740000,\"qty\":0.40000000},{\"price\":0.06780000,\"qty\":0.40000000},{\"price\":0.06800000,\"qty\":0.10000000},{\"price\":0.06816000,\"qty\":0.20000000},{\"price\":0.06820000,\"qty\":0.40000000},{\"price\":0.06824000,\"qty\":0.01800000},{\"price\":0.06860000,\"qty\":0.40000000},{\"price\":0.06900000,\"qty\":7.54163132},{\"price\":0.06940000,\"qty\":0.40000000},{\"price\":0.06969690,\"qty\":1.00000000},{\"price\":0.06980000,\"qty\":0.40000000},{\"price\":0.07000000,\"qty\":2.30000000},{\"price\":0.07020000,\"qty\":0.40000000},{\"price\":0.07060000,\"qty\":0.40000000},{\"price\":0.07074000,\"qty\":0.30000000},{\"price\":0.07100000,\"qty\":1.52000000},{\"price\":0.07140000,\"qty\":0.40000000},{\"price\":0.07166876,\"qty\":1.95764227},{\"price\":0.07180000,\"qty\":0.40000000},{\"price\":0.07200000,\"qty\":0.50000000},{\"price\":0.07220000,\"qty\":0.90000000},{\"price\":0.07225401,\"qty\":0.17947100},{\"price\":0.07260000,\"qty\":0.40000000},{\"price\":0.07267679,\"qty\":0.05900000},{\"price\":0.07280000,\"qty\":0.50000000},{\"price\":0.07297944,\"qty\":2.93646341},{\"price\":0.07300000,\"qty\":10.40000000},{\"price\":0.07315000,\"qty\":0.08885700},{\"price\":0.07340000,\"qty\":0.40000000},{\"price\":0.07374000,\"qty\":0.01600000},{\"price\":0.07380000,\"qty\":0.40000000},{\"price\":0.07420000,\"qty\":0.40000000},{\"price\":0.07460000,\"qty\":0.40000000},{\"price\":0.07466248,\"qty\":0.17368200},{\"price\":0.07483415,\"qty\":2.93646341},{\"price\":0.07500000,\"qty\":1.00000000},{\"price\":0.07540000,\"qty\":0.40000000},{\"price\":0.07550000,\"qty\":0.60000000},{\"price\":0.07580000,\"qty\":0.40000000},{\"price\":0.07600000,\"qty\":1.57503659},{\"price\":0.07620000,\"qty\":0.40000000},{\"price\":0.07647000,\"qty\":0.30000000},{\"price\":0.07657690,\"qty\":0.16934000},{\"price\":0.07660000,\"qty\":0.40000000},{\"price\":0.07696969,\"qty\":3.25241720},{\"price\":0.07700000,\"qty\":1.29258929},{\"price\":0.07740000,\"qty\":0.40000000},{\"price\":0.07780000,\"qty\":0.40000000},{\"price\":0.07807757,\"qty\":0.16650100},{\"price\":0.07820000,\"qty\":0.40000000},{\"price\":0.07859208,\"qty\":0.16499800},{\"price\":0.07860000,\"qty\":0.40000000},{\"price\":0.07867000,\"qty\":1.71533617},{\"price\":0.07873907,\"qty\":0.01500000},{\"price\":0.07880000,\"qty\":0.50000000},{\"price\":0.07900000,\"qty\":839.97853390},{\"price\":0.07940000,\"qty\":0.40000000},{\"price\":0.07947000,\"qty\":0.01500000},{\"price\":0.07980000,\"qty\":0.40000000},{\"price\":0.08000000,\"qty\":9.69475789},{\"price\":0.08020000,\"qty\":0.40000000},{\"price\":0.08060000,\"qty\":0.40000000},{\"price\":0.08068016,\"qty\":0.16113000},{\"price\":0.08100000,\"qty\":0.95000000},{\"price\":0.08110000,\"qty\":0.20000000},{\"price\":0.08125720,\"qty\":0.01500000},{\"price\":0.08140000,\"qty\":0.40000000},{\"price\":0.08144998,\"qty\":0.15920800},{\"price\":0.08180000,\"qty\":0.40000000},{\"price\":0.08200000,\"qty\":0.05000000},{\"price\":0.08220000,\"qty\":0.90000000},{\"price\":0.08247000,\"qty\":0.30000000},{\"price\":0.08260000,\"qty\":0.40000000},{\"price\":0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"
;; We can, of course, spit to the file
(spit (s/io context path) "New Data\n" :append true)
; => nil
(slurp (s/io context path))
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New Data
"
Probably more practical than spit
/ slurp
would be file copying. The
way to do it with clojure.java.io is:
(require '[clojure.java.io :as io])
;; Using the same context & path we used above,
;; we are going to write into the local context.
(let [local-context (s/local-context ".")]
(with-open [from-s3 (io/reader
(s/io context path))
to-local (io/writer
(s/io local-context "downloaded.log"))]
(io/copy from-s3 to-local)))
; => nil
;; Let's double check that it worked
(slurp "downloaded.log")
; =>
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New Data
"
But it's such a common task — and one that is often optimizeable given more
context than just a reader/writer or inputstream/outputstream — there is a copy
utility.
Let's get rid of our "New Data" line and update the changed log file back to S3.
(def fixed
(->> (slurp "downloaded.log")
string/split-lines
(filter #(not= % "New Data"))
(string/join "\n")))
; => #'user/fixed
(spit "downloaded.log" fixed)
; => nil
(s/copy
"downloaded.log" path ;; from path, to path
(s/local-context ".") context) ;; from context, to context
; =>
{:metadata {...},
:etag "ffa51922ee9970555db5106e195783c7",
:requester-charged? false,
:content-md5 "/6UZIu6ZcFVdtRBuGVeDxw=="}
;; ... and let's double check
(slurp (s/io context path))
;=>
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So far we've been working exclusively with providing context to the most general possible naming convention, the file path. Often our data is structured enough that we can work with something a little less general.
The path I've been using in the examples is:
s3://crypto-markets-test/full/Bitstamp_BCH_BTC.2019-04-15.log
Its structure is:
s3://BUCKET/TYPE/EXCHANGE_BASE_COUNTER.yyyy-MM-dd.log
We get some nice things from defining this structure properly:
(def naming-convention
"This describes a bidirectional relationship between an
attribute map and the path structure."
(s/path-convention
:type
(s/file-convention
(s/split-by "_" :exchange :base :counter)
(s/split-by "." (s/utc :ts "yyyy-MM-dd") "log"))))
; => #'user/naming-convention
(def new-s3-context
(s3-context
{:endpoint "us-east-1"} ;; Credentials too, if necessary
"crypto-markets-test"
naming-convention))
; => #'user/new-s3-context
(first (s/list new-s3-context))
=>
{:type "full",
:exchange "Bitstamp",
:base "BCH",
:counter "BTC",
:ts 1555286400000,
:schemata-s3.core/info {:bucket-name "crypto-markets-test",
:etag "ffa51922ee9970555db5106e195783c7",
:storage-class "STANDARD",
:last-modified 1555902895000,
:key "full/Bitstamp_BCH_BTC.2019-04-15.log",
:size 53878,
:base-name "Bitstamp_BCH_BTC.2019-04-15.log"}}
Now when we list files, we get more than just the path. We get a map of attributes that we were previously encoding in the path.
In our new-s3-context
, we can do everything else in the same terms.
(let [file-spec {:type "full", :exchange "Bitstamp",
:base "BCH", :counter "BTC", :ts 1555286400000}]
(slurp (s/io new-s3-context file-spec)))
; =>
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More about naming conventions on the schemata core page.
The core tests for this code are a series of integration tests that copy data
between the local filesystem and S3. In order to run the tests, first create
a file called s3-context-test.key
with the contents:
{:bucket "the-bucket-to-use-for-tests"
:endpoint "us-east-1" ;; Or wherever your bucket is
;; No need to include credentials if AWS CLI is configured locally
:access-key ""
:secret-key ""}
When run, the tests will operate only inside a schemata-s3-test
directory inside
of your bucket, so you can share this test bucket with other things. The directory
is created when tests start and removed when tests are done.
Run tests with:
lein test
If you elect to use naming conventions / contexts provided by schemata, you can
leverage schemata.core/test-with
to perform your own integration tests. See
the schemata core page for more on that.
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