vsreekanti

# Create a base Conda environment with Python 3.9 and the aqueduct-ml package.
# These steps sit outside of the critical path of running a function.
conda create -n aqueduct_py39 python==3.9
conda run -n aqueduct_py39 pip install aqueduct-ml

# Since the Python 3.9 runtime was already downloaded and cached when building
# the base image, this step now only takes 5 seconds.
conda create -n my_workflow_env python==3.9

# This command adds the site package path of aqueduct_py39 to the PYTHONPATH of

vsreekanti

# Create a Conda environment my_workflow_env with Python 3.9.
# This step takes 16 seconds.
conda create -n my_workflow_env python==3.9

# Install aqueduct-ml and scikit-learn in this environment; Aqueduct is 
# required in order to orchestrate the execution of Python functions. 
# This is just an example but would likely include other library 
# dependencies depending on the use case in question.
# Installing aqueduct-ml takes 42 seconds.
# Installing scikit-learn takes another 4 seconds.

vsreekanti

# Create new dataflow with Cloudflow.
flow = cloudflow.Dataflow([(‘url’, str)])

# First, apply img_preproc, then apply three models in parallel.
img = flow.map(img_preproc)
p1 = img.map(resnet_101)
p2 = img.map(vgg_16)
p3 = img.map(inception_v3)

# Combine the results with union, create a group for each input, and pick the highest confidence prediction.

vsreekanti

<0xffffff80402b1400>(0x0)::listenerCallback - Thunderbolt HPD packet for route = 0x0 port = 12 unplug = 0
mcache: 4 CPU(s), 64 bytes CPU cache line size
mbinit: done [96 MB total pool size, (64/32) split]
rooting via boot-uuid from /chosen: 7B5646BD-13B6-3CBE-8C35-DF1A62C08FBD
Waiting on <dict ID="0"><key>IOProviderClass</key><string ID="1">IOResources</string><key>IOResourceMatch</key><string ID="2">boot-uuid-media</string></dict>
com.apple.AppleFSCompressionTypeZlib kmod start
com.apple.AppleFSCompressionTypeDataless kmod start
com.apple.AppleFSCompressionTypeZlib load succeeded
com.apple.AppleFSCompressionTypeDataless load succeeded
AppleIntelCPUPowerManagementClient: ready

vsreekanti

# print_msg function takes three arguments and is equivalent to 
# snprintf(“Move disk %d from %d to %d.”, $a0, $a1, $a2);

hanoi:
    slti $t0, $a0, 2
    bne $t0, $0, caseOne

    addiu $sp, $sp, -20
    sw $a0, 0($sp)
    sw $a1, 4($sp)