diff --git a/rainfallwrangler/package-lock.json b/rainfallwrangler/package-lock.json
index 6ae5569..59d8dbf 100644
--- a/rainfallwrangler/package-lock.json
+++ b/rainfallwrangler/package-lock.json
@@ -9,6 +9,7 @@
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+    },
+    "y18n": {
+      "version": "5.0.8",
+      "resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",
+      "integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA=="
+    },
+    "yallist": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz",
+      "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A=="
+    },
+    "yargs": {
+      "version": "16.2.0",
+      "resolved": "https://registry.npmjs.org/yargs/-/yargs-16.2.0.tgz",
+      "integrity": "sha512-D1mvvtDG0L5ft/jGWkLpG1+m0eQxOfaBvTNELraWj22wSVUMWxZUvYgJYcKh6jGGIkJFhH4IZPQhR4TKpc8mBw==",
+      "requires": {
+        "cliui": "^7.0.2",
+        "escalade": "^3.1.1",
+        "get-caller-file": "^2.0.5",
+        "require-directory": "^2.1.1",
+        "string-width": "^4.2.0",
+        "y18n": "^5.0.5",
+        "yargs-parser": "^20.2.2"
+      },
+      "dependencies": {
+        "ansi-regex": {
+          "version": "5.0.1",
+          "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-5.0.1.tgz",
+          "integrity": "sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ=="
+        },
+        "is-fullwidth-code-point": {
+          "version": "3.0.0",
+          "resolved": "https://registry.npmjs.org/is-fullwidth-code-point/-/is-fullwidth-code-point-3.0.0.tgz",
+          "integrity": "sha512-zymm5+u+sCsSWyD9qNaejV3DFvhCKclKdizYaJUuHA83RLjb7nSuGnddCHGv0hk+KY7BMAlsWeK4Ueg6EV6XQg=="
+        },
+        "string-width": {
+          "version": "4.2.3",
+          "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
+          "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
+          "requires": {
+            "emoji-regex": "^8.0.0",
+            "is-fullwidth-code-point": "^3.0.0",
+            "strip-ansi": "^6.0.1"
+          }
+        },
+        "strip-ansi": {
+          "version": "6.0.1",
+          "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz",
+          "integrity": "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==",
+          "requires": {
+            "ansi-regex": "^5.0.1"
+          }
+        }
+      }
+    },
+    "yargs-parser": {
+      "version": "20.2.9",
+      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-20.2.9.tgz",
+      "integrity": "sha512-y11nGElTIV+CT3Zv9t7VKl+Q3hTQoT9a1Qzezhhl6Rp21gJ/IVTW7Z3y9EWXhuUBC2Shnf+DX0antecpAwSP8w=="
     }
   }
 }
diff --git a/rainfallwrangler/package.json b/rainfallwrangler/package.json
index 68ca817..a45ac71 100644
--- a/rainfallwrangler/package.json
+++ b/rainfallwrangler/package.json
@@ -13,6 +13,7 @@
   "author": "Starbeamrainbowlabs",
   "license": "GPL-3.0-or-later",
   "dependencies": {
+    "@tensorflow/tfjs-node-gpu": "^3.17.0",
     "applause-cli": "^1.8.1",
     "gunzip-maybe": "^1.4.2",
     "pretty-ms": "^7.0.1",
diff --git a/rainfallwrangler/src/cli.mjs b/rainfallwrangler/src/cli.mjs
index b761fcc..bada457 100644
--- a/rainfallwrangler/src/cli.mjs
+++ b/rainfallwrangler/src/cli.mjs
@@ -22,7 +22,7 @@ async function load_subcommands(cli) {
 
 export default async function () {
 	let cli = new CliParser(path.resolve(__dirname, "../package.json"));
-	cli.argument("verbose", "Enable verbose debugging output", null, "boolean")
+	cli.argument("verbose", "Enable verbose debugging output", false, "boolean")
 		.argument("log-level", "Sets the log level. Value values: DEBUG, INFO (the default), LOG, WARN, ERROR, NONE", "INFO", "string");
 	
 	await load_subcommands(cli);
@@ -53,7 +53,7 @@ export default async function () {
 	}
 	catch(error) {
 		console.error();
-		if(settings.cli.verbose)
+		if(settings.verbose)
 			throw error;
 		else
 			console.error(`${a.fred}${a.hicol}${error.message}${a.reset}`);
diff --git a/rainfallwrangler/src/lib/RadarWrangler.mjs b/rainfallwrangler/src/lib/RadarWrangler.mjs
index c0b1cfe..60299c4 100644
--- a/rainfallwrangler/src/lib/RadarWrangler.mjs
+++ b/rainfallwrangler/src/lib/RadarWrangler.mjs
@@ -1,5 +1,9 @@
 "use strict";
 
+import RadarReader from './io/RadarReader.mjs';
+
+import array2d_pool from './manip/array2d_pool.mjs';
+
 class RadarWrangler {
 	/**
 	 * The total number of timesteps we need in the buffer before we can even consider generating a sample.
diff --git a/rainfallwrangler/src/lib/io/RadarReader.mjs b/rainfallwrangler/src/lib/io/RadarReader.mjs
index 2102b2d..4c63083 100644
--- a/rainfallwrangler/src/lib/io/RadarReader.mjs
+++ b/rainfallwrangler/src/lib/io/RadarReader.mjs
@@ -6,7 +6,7 @@ import { Readable } from 'stream';
 import nexline from 'nexline';
 import gunzip from 'gunzip-maybe';
 
-import log from './lib/io/NamespacedLog.mjs'; const l = log("reader:radar");
+import log from './NamespacedLog.mjs'; const l = log("reader:radar");
 import interpolate from '../manip/array2d_interpolate.mjs';
 import transpose from '../manip/array2d_transpose.mjs';
 
diff --git a/rainfallwrangler/src/lib/io/TFRecordWriter.mjs b/rainfallwrangler/src/lib/io/TFRecordWriter.mjs
index 3d81a82..f46bc5e 100644
--- a/rainfallwrangler/src/lib/io/TFRecordWriter.mjs
+++ b/rainfallwrangler/src/lib/io/TFRecordWriter.mjs
@@ -7,14 +7,14 @@ import tfrecord from 'tfrecord-stream';
 import pretty_ms from 'pretty-ms';
 
 class TFRecordWriter {
+	#builder = tfrecord.createBuilder();
+	
 	constructor(dirpath, count_per_file) {
 		this.dirpath = dirpath;
 		this.count_per_file = count_per_file;
 		
-		if(!fs.existsSync(dirpath))
-			fs.mkdirSync(dirpath);
-		
-		this.#builder = tfrecord.createBuilder();
+		if(!fs.existsSync(this.dirpath))
+			fs.mkdirSync(this.dirpath);
 	}
 	
 	async write(reader_radar, reader_water) {
@@ -28,7 +28,7 @@ class TFRecordWriter {
 			// Start writing to a new file when necessary
 			if(writer == null || count_this_file > this.count_per_file) {
 				if(writer !== null) await writer.close();
-				const filepath_next = path.join(dirpath, `${i_file}.tfrecord`);
+				const filepath_next = path.join(this.dirpath, `${i_file}.tfrecord`);
 				writer = await tfrecord.Writer.createFromStream(
 					fs.createWriteStream(filepath_next)
 				);
diff --git a/rainfallwrangler/src/lib/io/Terrain50StreamReader.mjs b/rainfallwrangler/src/lib/io/Terrain50StreamReader.mjs
index 5d3d12a..788771e 100644
--- a/rainfallwrangler/src/lib/io/Terrain50StreamReader.mjs
+++ b/rainfallwrangler/src/lib/io/Terrain50StreamReader.mjs
@@ -6,9 +6,9 @@ import fs from 'fs';
 import path from 'path';
 
 
-import log from './lib/io/NamespacedLog.mjs'; const l = log("reader:terrain50stream");
+import log from './NamespacedLog.mjs'; const l = log("reader:terrain50stream");
 
-import array2d_classify_convert_bin from '../../manip/array2d_classify_convert_bin.mjs';
+import array2d_classify_convert_bin from '../manip/array2d_classify_convert_bin.mjs';
 
 class Terrain50StreamReader {	
 	constructor(threshold = 0.1, tolerant = false) {
diff --git a/rainfallwrangler/src/lib/manip/array_interpolate.mjs b/rainfallwrangler/src/lib/manip/array2d_interpolate.mjs
similarity index 100%
rename from rainfallwrangler/src/lib/manip/array_interpolate.mjs
rename to rainfallwrangler/src/lib/manip/array2d_interpolate.mjs
diff --git a/rainfallwrangler/src/lib/manip/array_transpose.mjs b/rainfallwrangler/src/lib/manip/array2d_transpose.mjs
similarity index 100%
rename from rainfallwrangler/src/lib/manip/array_transpose.mjs
rename to rainfallwrangler/src/lib/manip/array2d_transpose.mjs
diff --git a/rainfallwrangler/src/subcommands/tfrecordify/meta.mjs b/rainfallwrangler/src/subcommands/tfrecordify/meta.mjs
index ba65413..832237a 100644
--- a/rainfallwrangler/src/subcommands/tfrecordify/meta.mjs
+++ b/rainfallwrangler/src/subcommands/tfrecordify/meta.mjs
@@ -4,12 +4,12 @@ export default function(cli) {
 	cli.subcommand("tfrecordify", "Converts rianfall radar and water depth data to a directory of tfrecord files.")
 		.argument("water", "Path to the water depths file, formatted as a stream of terrain50 objects. May or may not be gzipped.", null, "string")
 		.argument("rainfall", "Path to the rainfall radar data, formatted as jsonl. May or may not be gzipped.",  null, "string")
-		.argument("count-file", "The number of records to store in each TFRecord file. See the documentation for the optimal value of this number.", 64*64)
-		.argument("rainfall-pattern", "The pattern of the number of time steps to average, as a comma-separated list of numbers. Given a point in time, each successive number specified works BACKWARDS from that point. For example, 1,4,10 would be 3 channels: 1 time step on it's own, then average the next 4 time steps, then average the next 10 steps.", "1,3,3,5,12,24,48", function(value) {
+		.argument("count-file", "The number of records to store in each TFRecord file. See the documentation for the optimal value of this number (default: 4096).", 64*64)
+		.argument("rainfall-pattern", "The pattern of the number of time steps to average, as a comma-separated list of numbers. Given a point in time, each successive number specified works BACKWARDS from that point. For example, 1,4,10 would be 3 channels: 1 time step on it's own, then average the next 4 time steps, then average the next 10 steps (default: 1,3,3,5,12,24,48).", [1,3,3,5,12,24,48], function(value) {
 			return value.split(",")
 				.map(el => parseInt(el))
 				.reverse();
 		})
-		.argument("water-offset", "Make the water depth data be this many time steps ahead of the rainfall radar data.", 1, "integer")
+		.argument("water-offset", "Make the water depth data be this many time steps ahead of the rainfall radar data. (default: 1)", 1, "integer")
 		.argument("output", "The path to the directory to write the generated TFRecord files to.", null, "string");
 }
diff --git a/rainfallwrangler/src/subcommands/tfrecordify/tfrecordify.mjs b/rainfallwrangler/src/subcommands/tfrecordify/tfrecordify.mjs
index 60c4397..f3fc828 100644
--- a/rainfallwrangler/src/subcommands/tfrecordify/tfrecordify.mjs
+++ b/rainfallwrangler/src/subcommands/tfrecordify/tfrecordify.mjs
@@ -4,7 +4,7 @@ import fs from 'fs';
 
 import settings from '../../settings.mjs';
 import TFRecordWriter from '../../lib/io/TFRecordWriter.mjs';
-import RadarReader from '../../lib/io/RadarReader.mjs';
+import RadarWrangler from '../../lib/RadarWrangler.mjs';
 import Terrain50StreamReader from '../../lib/io/Terrain50StreamReader.mjs';
 
 
@@ -20,10 +20,11 @@ export default async function() {
 	
 	if(!fs.existsSync(settings.output))
 		await fs.promises.mkdir(settings.output, { recursive: true });
-		
+	
+	console.log("DEBUG", settings);
 	const writer = new TFRecordWriter(settings.output, settings.count_file);
-	const reader_radar = new RadarReader();
+	const reader_radar = new RadarWrangler(settings.rainfall_pattern);
 	const reader_water = new Terrain50StreamReader();
 	
-	await writer.write(reader_radar, reader_water);
+	await writer.write(reader_radar.iterate(settings.rainfall), reader_water.iterate(settings.water));
 }