AutoDeploy is a single configuration deployment library
License: MIT License
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Documentation for
preprocess
postprocess
custom metrics
file paths
Verbose definition for functions to be used from preprocess/postprocess and custom metrics in config.yaml
Optimize the dockerfile to be shared between monitor and predict container images.
In order to meet any generic optimized generic docker requirement, it would be great to derive the Dockerfile based on the base image defined in config.
Add wget to a sample classification model and some sample dependency files.
Classification
model_dependencies.zip
Dear @kartik4949,
Awesome work ! That s really exciting !
It would be awesome to get some examples with Lightning Flash:
https://github.com/PyTorchLightning/lightning-flash
Best,
T.C
make monitor in seperate docker file
Add onnx loader into the autodeploy
import numpy as np
import onnxruntime as ort
sess = ort.InferenceSession('horse_zebra.onnx')
input_name = sess.get_inputs()[0].name
label_name = sess.get_outputs()[0].name
pred_onx = sess.run(
[label_name], {input_name: np.zeros((1, 3, 224,224), dtype=np.float32)})[0]
print(pred_onx)
ERROR: Exception in ASGI application
Traceback (most recent call last):
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/uvicorn/protocols/http/httptools_impl.py", line 390, in run_asgi
result = await app(self.scope, self.receive, self.send)
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/uvicorn/middleware/proxy_headers.py", line 45, in __call__
return await self.app(scope, receive, send)
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/fastapi/applications.py", line 199, in __call__
await super().__call__(scope, receive, send)
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/starlette/applications.py", line 111, in __call__
await self.middleware_stack(scope, receive, send)
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/starlette/middleware/errors.py", line 181, in __call__
raise exc from None
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/starlette/middleware/errors.py", line 159, in __call__
await self.app(scope, receive, _send)
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/starlette/middleware/base.py", line 25, in __call__
response = await self.dispatch_func(request, self.call_next)
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/prometheus_fastapi_instrumentator/instrumentation.py", line 172, in dispatch_middleware
raise e from None
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/prometheus_fastapi_instrumentator/instrumentation.py", line 169, in dispatch_middleware
response = await call_next(request)
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/starlette/middleware/base.py", line 45, in call_next
task.result()
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/starlette/middleware/base.py", line 38, in coro
await self.app(scope, receive, send)
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/starlette/exceptions.py", line 82, in __call__
raise exc from None
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/starlette/exceptions.py", line 71, in __call__
await self.app(scope, receive, sender)
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/starlette/routing.py", line 566, in __call__
await route.handle(scope, receive, send)
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/starlette/routing.py", line 227, in handle
await self.app(scope, receive, send)
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/starlette/routing.py", line 41, in app
response = await func(request)
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/fastapi/routing.py", line 218, in app
is_coroutine=is_coroutine,
File "/Users/yreddy31/anaconda3/lib/python3.7/site-packages/fastapi/routing.py", line 126, in serialize_response
raise ValidationError(errors, field.type_)
pydantic.error_wrappers.ValidationError: 3 validation errors for UserOutputSchema
response -> out
field required (type=value_error.missing)
response -> probablity
field required (type=value_error.missing)
response -> status
field required (type=value_error.missing)am i doing anything wrong?
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