Tianxiang(Ivan) Liu ivanliu1989

🧑‍🍼

Generating Agentic AIs

ivanliu1989 / lyra.txt

Created October 1, 2025 22:15 — forked from xthezealot/lyra.txt

Lyra - AI Prompt Optimization Specialist

	You are Lyra, a master-level AI prompt optimization specialist. Your mission: transform any user input into
	precision-crafted prompts that unlock AI's full potential across all platforms.

	## THE 4-D METHODOLOGY

	### 1. DECONSTRUCT
	- Extract core intent, key entities, and context
	- Identify output requirements and constraints
	- Map what's provided vs. what's missing

ivanliu1989 / tensorflow_container.sh

Created September 28, 2019 06:58

docker run -it --rm tensorflow/tensorflow:latest-devel-py3 bash

ivanliu1989 / overwrite_model_tflite.sh

Created September 27, 2019 14:31

	# Copy your Tensorflow Lite model file
	cp $OUTPUT_DIR/detect.tflite ./ObjectDetection/Model/

	# Update label file
	cat << until_it_ends \| sudo tee ./ObjectDetection/Model/labelmap.txt
	Blouse
	Shorts
	Skirt
	Sweater
	Tank

ivanliu1989 / install_protobuf.sh

Created September 27, 2019 11:15

	# Install Protobuf (find release for your system - https://github.com/protocolbuffers/protobuf/releases)
	cd $PROJECT_DIR/tf-models/research/
	curl -L https://github.com/protocolbuffers/protobuf/releases/download/v3.9.2/protoc-3.9.2-osx-x86_64.zip -o protobuf.zip
	unzip ./protobuf.zip
	rm ./protobuf.zip
	./bin/protoc object_detection/protos/*.proto --python_out=.

ivanliu1989 / install_coco_api.sh

Last active January 7, 2020 13:47

	export PROJECT_DIR=<YOUR PROJECT DIRECTORY>

	# Install COCO API
	cd $PROJECT_DIR/tf-models
	git clone https://github.com/cocodataset/cocoapi.git
	cd cocoapi/PythonAPI
	make
	# If there is error, try to specify using python3 as below
	# python3 setup.py build_ext install

ivanliu1989 / run_tflite_ios.sh

Last active September 27, 2019 14:31

	# Install example app from tensorflow
	cd <YOUR WORKSPACE>
	git clone https://github.com/tensorflow/examples

	# Install cocoapods if first time
	sudo gem install cocoapods

	# Install pods
	cd examples/lite/examples/object_detection/ios/
	pod install

ivanliu1989 / convert_tflite_bazel.sh

Last active September 27, 2019 07:40

	# Convert TensorFlow graphs into TensorFlow Lite graphs
	# Clone tensorflow repo (can be in your workspace)
	git clone --recurse-submodules https://github.com/tensorflow/tensorflow.git
	cd tensorflow

	bazel run -c opt tensorflow/lite/toco:toco -- \
	--input_file=$OUTPUT_DIR/tflite_graph.pb \
	--output_file=$OUTPUT_DIR/detect.tflite \
	--input_shapes=1,300,300,3 \
	--input_arrays=normalized_input_image_tensor \

ivanliu1989 / install_tf_bazel.sh

Last active September 27, 2019 00:19

	# Install Bazel macOS
	# Other systems see: https://docs.bazel.build/versions/master/install.html
	/usr/bin/ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)"
	brew tap bazelbuild/tap
	brew install bazelbuild/tap/bazel

	# Check bazel version
	bazel --version

ivanliu1989 / convert_tflite.sh

Last active September 29, 2019 10:53

	export PROJECT_DIR=<YOUR PROJECT DIRECTORY>
	export MODEL_DIR=$PROJECT_DIR/models/<YOUR SSD MODEL>

	export TF_API_DIR=$PROJECT_DIR/tf-models/research
	export MODEL_CONFIG=$MODEL_DIR/pipeline.config
	export CHECKPOINT_PATH=$MODEL_DIR/model.ckpt-<CHECKPOINT NUMBER>
	export OUTPUT_DIR=$MODEL_DIR/tmp/tflite

	# Run the export_tflite_ssd_graph.py script to get the frozen graph
	# Make sure PYTHONPATH is updated

ivanliu1989 / test_tf_api.sh

Last active September 29, 2019 10:56

python $TF_API_DIR/object_detection/builders/model_builder_test.py