Add tf.util.fetch()

[dsmilkov]

Add tf.util.fetch() as a cross-platform utility which mimics browser's fetch.

The weights loader should use this util instead of the global fetch (see weights_loader.ts) if the user hasn't provided a custom fetchFunc.

tf.util.fetch() should first check for the existence of a global fetch using tf.ENV.global.fetch. Then fallback for platform-specific solutions. The current platform-specific solution should be to use node-fetch when the environment is node.

Platforms such as wechat can override their global fetch fetch = customFetch, which will then be used by all fetching inside the TF.js eco-system (model loading, weights loading, etc)

[Kriyszig]

I would love to work on this if annxingyuan hasn't started working on it yet

[annxingyuan]

hey @Kriyszig - sorry I didn't notice your comment until today! I'm finishing this up now :) Thank you for the offer though!

[Kriyszig]

I'll try my hand at something else. Thanks @annxingyuan (^_^)