Created
July 1, 2021 17:11
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import requests | |
from requests.utils import quote | |
import msgpack | |
import array | |
VERSION = 'v1' | |
DEFAULT_HOST = 'localhost:1234' | |
def default(obj): | |
if isinstance(obj, array.array) and obj.typecode == 'b': | |
return msgpack.ExtType(0x11, obj.tostring()) | |
elif isinstance(obj, array.array) and obj.typecode == 'B': | |
return msgpack.ExtType(0x12, obj.tostring()) | |
elif isinstance(obj, array.array) and obj.typecode == 'h': | |
return msgpack.ExtType(0x13, obj.tostring()) | |
elif isinstance(obj, array.array) and obj.typecode == 'H': | |
return msgpack.ExtType(0x14, obj.tostring()) | |
elif isinstance(obj, array.array) and obj.typecode == 'i': | |
return msgpack.ExtType(0x15, obj.tostring()) | |
elif isinstance(obj, array.array) and obj.typecode == 'I': | |
return msgpack.ExtType(0x16, obj.tostring()) | |
elif isinstance(obj, array.array) and obj.typecode == 'f': | |
return msgpack.ExtType(0x17, obj.tostring()) | |
elif isinstance(obj, array.array) and obj.typecode == 'd': | |
return msgpack.ExtType(0x18, obj.tostring()) | |
raise TypeError("Unknown type: %r" % (obj,)) | |
def ext_hook(code, data): | |
if code == 0x11: | |
return array.array('b', data) | |
elif code == 0x12: | |
return array.array('B', data) | |
elif code == 0x13: | |
return array.array('h', data) | |
elif code == 0x14: | |
return array.array('H', data) | |
elif code == 0x15: | |
return array.array('i', data) | |
elif code == 0x16: | |
return array.array('I', data) | |
elif code == 0x17: | |
return array.array('f', data) | |
elif code == 0x18: | |
return array.array('d', data) | |
return msgpack.ExtType(code, data) | |
def evaluate(output, inputs, filename, host=DEFAULT_HOST): | |
body = msgpack.packb({ | |
'inputs': inputs, | |
'outputs': [output] | |
}, default=default, use_bin_type=True) | |
headers = { | |
'Content-Type': 'application/x-msgpack', | |
'Accept': 'application/x-msgpack' | |
} | |
req = requests.post(f'''http://{host}/{VERSION}/notebook/{quote(filename, safe='')}/eval''', data=body, headers=headers) | |
if req.status_code >= 300: | |
raise Exception(req.content) | |
return msgpack.unpackb(req.content, ext_hook=ext_hook)[output] | |
def call(symbol, args, kwargs, filename, host=DEFAULT_HOST): | |
body = msgpack.packb({ | |
'function': symbol, | |
'args': args, | |
'kwargs': kwargs | |
}, default=default, use_bin_type=True) | |
headers = { | |
'Content-Type': 'application/x-msgpack', | |
'Accept': 'application/x-msgpack' | |
} | |
req = requests.post(f'''http://{host}/{VERSION}/notebook/{quote(filename, safe='')}/call''', data=body, headers=headers) | |
return msgpack.unpackb(req.content, ext_hook=ext_hook) | |
class PlutoNotebook: | |
def __init__(self, filename, host=DEFAULT_HOST): | |
self.filename = filename | |
self.host = host | |
def __getattr__(self, attr): | |
try: | |
return evaluate(attr, {}, self.filename, self.host) | |
except Exception as e: | |
if 'function' in str(e): | |
return PlutoCallable(attr, self) | |
else: | |
raise e | |
def __call__(self, **kwargs): | |
return PlutoNotebookWithArgs(kwargs, self) | |
class PlutoNotebookWithArgs: | |
def __init__(self, args, notebook): | |
self.notebook = notebook | |
self.args = args | |
def __getattr__(self, attr): | |
return evaluate(attr, self.args, self.notebook.filename, self.notebook.host) | |
class PlutoCallable: | |
def __init__(self, symbol, notebook): | |
self.symbol = symbol | |
self.notebook = notebook | |
def __call__(self, *args, **kwargs): | |
return call(self.symbol, args, kwargs, self.notebook.filename, self.notebook.host) | |
# Some test cases... | |
# print(evaluate('dist', { | |
# 'z': [1., 1., 2.] | |
# }, 'Softmax.jl')) | |
# print(call('σ', [[1., 1., 3.]], {}, 'Softmax.jl')) | |
# nb = PlutoNotebook('Softmax.jl') | |
# print(nb(z=[1., 1., 2.]).dist) | |
# print(nb.σ([1., 1., 3.])) |
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