move app code here

Dockerfile

@@ -1,208 +1,20 @@
-# Paperspace Dockerfile for Gradient base image
-# Paperspace image is located in Dockerhub registry: paperspace/gradient_base
-
-# ==================================================================
-# module list
-# ------------------------------------------------------------------
-# python                3.9.13  (apt)
-# jupyter               latest  (pip)
-# pytorch               latest  (pip)
-# tensorflow            latest  (pip)
-# jupyterlab            latest  (pip)
-# keras                 latest  (pip) # Comes installed with Tensorflow
-# opencv                4.5.1   (git)
-# numpy                 latest  (pip)
-# scipy                 latest  (pip)
-# pandas                latest  (pip)
-# cloudpickle           latest  (pip)
-# scikit-image          latest  (pip)
-# scikit-learn          latest  (pip)
-# matplotlib            latest  (pip)
-# ipython               latest  (pip)
-# ipykernel             latest  (pip)
-# ipywidgets            latest  (pip)
-# gradient              latest  (pip)
-# Cython                latest  (pip)
-# tqdm                  latest  (pip)
-# gdown                 latest  (pip)
-# xgboost               latest  (pip) 
-# pillow                latest  (pip)
-# seaborn               latest  (pip)
-# SQLAlchemy            latest  (pip)
-# spacy                 latest  (pip)
-# nltk                  latest  (pip)
-# jsonify               latest  (pip)
-# boto3                 latest  (pip)
-# transformers          latest  (pip)
-# sentence-transformers latest  (pip)
-# opencv-python         latest  (pip)
-# JAX 		       latest  (pip)
-# JAXlib 	       latest  (pip)
-# ==================================================================
-
-# Ubuntu 20.04, CUDA Toolkit 11.2, CUDNN 8
-## Check with Josh about the driver interactions here <- 
-
-FROM nvcr.io/nvidia/cuda:11.2.1-cudnn8-devel-ubuntu20.04 as devtools
-ENV LANG C.UTF-8
-
-# Setting shell to bash
-ENV SHELL=/bin/bash
-SHELL ["/bin/bash", "-c"]
-
-RUN APT_INSTALL="apt-get install -y --no-install-recommends" && \
-    PIP_INSTALL="python3 -m pip --no-cache-dir install --upgrade" && \
-    GIT_CLONE="git clone --depth 10" && \
-
-    rm -rf /var/lib/apt/lists/* \
-           /etc/apt/sources.list.d/cuda.list \
-           /etc/apt/sources.list.d/nvidia-ml.list && \
-
-    apt-get update && \
-
-# ==================================================================
-# tools
-# ------------------------------------------------------------------
-
-    sed -e '\|/usr/share/man|s|^#*|#|g' -i /etc/dpkg/dpkg.cfg.d/excludes && \
-
-    DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
-        build-essential \
-        apt-utils \
-        ca-certificates \
-        wget \
-        rsync \
-        git \
-        vim \
-        libssl-dev \
-        curl \
-        openssh-client \
-        unzip \
-        unrar \
-        zip \
-        awscli \
-        csvkit \
-        emacs \
-        joe \
-        jq \
-        dialog \
-        man-db \
-        manpages \
-        manpages-dev \
-        manpages-posix \
-        manpages-posix-dev \
-        nano \
-        iputils-ping \
-        sudo \
-        ffmpeg \
-        libsm6 \
-        libxext6 \
-        && \
-
-    rm -f /usr/bin/man && \
-    dpkg-divert --quiet --remove --rename /usr/bin/man && \
-    rm -f /usr/share/man/man1/sh.1.gz && \
-    dpkg-divert --quiet --remove --rename /usr/share/man/man1/sh.1.gz && \
-
-    #$GIT_CLONE https://github.com/Kitware/CMake ~/cmake && \
-    #cd ~/cmake && \
-    #./bootstrap && \
-    #make -j"$(nproc)" install && \
-
-# ==================================================================
-# Python
-# ------------------------------------------------------------------
-
-    # Installing python3.9
-    DEBIAN_FRONTEND=noninteractive \
-    $APT_INSTALL software-properties-common && \
-    add-apt-repository ppa:deadsnakes/ppa -y && \
-
-    DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
-    python3.9 \
-    python3.9-dev \
-    python3-distutils-extra \
-    && \
-
-    # Installing pip
-    wget -O ~/get-pip.py \
-    https://bootstrap.pypa.io/get-pip.py && \
-    python3.9 ~/get-pip.py && \
-
-    # Add symlink so python and python3 commands use same
-    # python3.9 executable
-    ln -s /usr/bin/python3.9 /usr/local/bin/python3 && \
-    ln -s /usr/bin/python3.9 /usr/local/bin/python && \
-
-    # Intalling Python packages
-    $PIP_INSTALL \
-        numpy \
-        scipy \
-        pandas \
-        cloudpickle \
-        scikit-image \
-        scikit-learn \
-        matplotlib \
-        ipython \
-        ipykernel \
-        ipywidgets \
-        gradient \
-        Cython \
-        tqdm \
-        gdown \
-        xgboost \ 
-        pillow \
-        seaborn \
-        SQLAlchemy \
-        spacy \
-        nltk \
-        jsonify \
-        boto3 \
-        transformers \
-        sentence-transformers \
-        datasets \
-        opencv-python \
-        && \
-
-
-# ==================================================================
-# boost
-# ------------------------------------------------------------------
-
-    DEBIAN_FRONTEND=noninteractive $APT_INSTALL \
-        libboost-all-dev \
-        && \
-
-
-
-# ==================================================================
-# Conda
-# ------------------------------------------------------------------
-
-    # wget --quiet https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O ~/miniconda.sh && \
-    # /bin/bash ~/miniconda.sh -b -p /opt/conda && \
-
-
-# ==================================================================
-# Config & Cleanup
-# ------------------------------------------------------------------
-
-    ldconfig && \
-    apt-get clean && \
-    apt-get autoremove && \
-    rm -rf /var/lib/apt/lists/* /tmp/* ~/* && \
-
-#===================================================================
-# Install Julia and CUDA tooling
-#-------------------------------------------------------------------
-    wget -q 'https://julialang-s3.julialang.org/bin/linux/x64/1.7/julia-1.7.2-linux-x86_64.tar.gz' \
-        -O /tmp/julia.tar.gz && \
-    tar -x -f /tmp/julia.tar.gz -C /usr/local --strip-components 1 && \
-    rm /tmp/julia.tar.gz && \
-
-    julia -e 'using Pkg; Pkg.add("IJulia"); Pkg.precompile();' && \
-    julia -e 'Pkg.add(["BenchmarkTools", "CUDA"]);using BenchmarkTools, CUDA; has_cuda_gpu() ? print("The GPU device is:", CUDA.device())) : print("no cuda")' && \
-
-    echo 'Done' 
-EXPOSE 8888 6006
-
+FROM julia:1.8
+
+RUN useradd --create-home --shell /bin/bash genie
+RUN mkdir /home/genie/app
+COPY . /home/genie/app
+WORKDIR /home/genie/app
+RUN chown -R genie:genie /home/
+USER genie
+
+EXPOSE 8000
+EXPOSE 80
+ENV JULIA_DEPOT_PATH "/home/genie/.julia"
+ENV GENIE_ENV "dev"
+ENV GENIE_HOST "0.0.0.0"
+ENV PORT "8000"
+ENV WSPORT "8000"
+
+RUN julia -e 'using Pkg; Pkg.activate("."); Pkg.add("Stipple"); Pkg.precompile()'
+
+ENTRYPOINT julia --project -e 'using Pkg; Pkg.instantiate(); using Genie; Genie.loadapp(); up(async=false);;'

Manifest.toml

@@ -0,0 +1,621 @@
+# This file is machine-generated - editing it directly is not advised
+
+julia_version = "1.7.3"
+manifest_format = "2.0"
+
+[[deps.ArgParse]]
+deps = ["Logging", "TextWrap"]
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+uuid = "c7e460c6-2fb9-53a9-8c5b-16f535851c63"
+version = "1.1.4"
+
+[[deps.ArgTools]]
+uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
+
+[[deps.Artifacts]]
+uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
+
+[[deps.Base64]]
+uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
+
+[[deps.CSTParser]]
+deps = ["Tokenize"]
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+uuid = "00ebfdb7-1f24-5e51-bd34-a7502290713f"
+version = "3.3.6"
+
+[[deps.Chess]]
+deps = ["Crayons", "Dates", "DefaultApplication", "Hiccup", "JSON", "Printf", "Random", "Revise", "SQLite", "StaticArrays", "StatsBase", "UUIDs"]
+git-tree-sha1 = "25dd5d7d76a48dade714e68361b50926a0cd77c9"
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+repo-url = "https://github.com/anoojpatel/Chess.jl.git"
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Project.toml

@@ -0,0 +1,12 @@
+name = "ImpCatcher"
+uuid = "c9a3c23d-7231-4c2f-9461-fb0bef4b6fc1"
+authors = ["Anooj Patel <1996anoojpatel@gmail.com>"]
+version = "0.1.0"
+
+[deps]
+Chess = "717200cc-f167-4fd3-b4bf-b5e480529844"
+Genie = "c43c736e-a2d1-11e8-161f-af95117fbd1e"
+Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
+StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
+Stipple = "4acbeb90-81a0-11ea-1966-bdaff8155998"
+StippleUI = "a3c5d34a-b254-4859-a8fa-b86abb7e84a3"

app.jl

@@ -0,0 +1,44 @@
+using Genie.Renderer.Html, Stipple, StippleUI
+
+@reactive mutable struct Model <: ReactiveModel
+  process::R{Bool} = false
+  output::R{String} = ""
+  input::R{String} = ""
+end
+
+function handlers(model)
+  on(model.process) do _
+    if (model.process[])
+      model.output[] = model.input[] |> reverse
+      model.process[] = false
+    end
+  end
+
+  model
+end
+
+function ui(model)
+  page(model, class="container", [
+      p([
+        "Input "
+        input("", @bind(:input), @on("keyup.enter", "process = true"))
+      ])
+
+      p([
+        button("Action!", @click("process = true"))
+      ])
+
+      p([
+        "Output: "
+        span("", @text(:output))
+      ])
+    ]
+  )
+end
+
+route("/") do
+  model = Model |> init |> handlers
+  html(ui(model), context = @__MODULE__)
+end
+
+#Genie.isrunning(:webserver) || up()

src/ImpCatcher.jl

@@ -0,0 +1,7 @@
+module ImpCatcher
+
+using Chess
+
+include("simulate.jl")
+
+end # module

src/simulate.jl

@@ -0,0 +1,59 @@
+using Random
+using StatsBase
+
+"""
+	simluate_rollout(b::Board, policy, side [rng=MersenneTwister(420))
+
+Simulate one rollout of a simulation based on the given `Chess.board` state.
+
+Policy is a function, given the board and `MoveList`, returns an `AbstractArray` of probability
+weights for each `Move` in `Move`List` based on index.
+"""
+function simulate_rollout(b::Board, policy, side; rng = MersenneTwister(420))::Tuple{Board, Int64}
+	#pprint(b) # Debugging
+	movelist = MoveList(200)
+	num_sim_moves = 0
+	while !isterminal(b) # TODO Use `matein1` possibly to trim leaf nodes in sims?
+		moves(b, movelist)
+		policy_weights = ProbabilityWeights(policy(b, movelist))
+		#pprint(b)
+		#println(movelist, policy_weights)
+		domove!(b, sample(movelist, policy_weights))
+		recycle!(movelist)
+		num_sim_moves += 1
+	end
+	return b, num_sim_moves
+end
+
+"""
+	CESPF(b::Board, movelist::MoveList)
+Utilizes `Chess.jl`'s `see()` function to simulate (C)apture / (E)scape (S)tronger (P)iece
+(F)irst heuristic in simulation/rollout policy. We use Chess weights set in `see` function to get weight for which
+move we prefer to take.
+"""
+function CESPF(b::Board, movelist::MoveList)
+	unnorm_policy_weights = map(x -> see(b, x), movelist)
+	# Center raw centipawn values to 1 to then normalize
+	centered_policy_weights = (1 + abs(min(unnorm_policy_weights...))) .+
+					unnorm_policy_weights
+	return centered_policy_weights / sum(centered_policy_weights)
+end
+
+"""
+	CESPF_greedy(b::Board, movelist::MoveList)
+Utilizes `Chess.jl`'s `see()` function to simulate (C)apture / (E)scape (S)tronger (P)iece
+(F)irst heuristic in simulation/rollout policy. We use Chess weights set in `see` function to get weight for which
+move we prefer to take. This is greedy, and will set only the maximal valued policies to a non-zero 
+probability
+"""
+function CESPF_greedy(b::Board, movelist::MoveList)
+	unnorm_policy_weights = map(x -> see(b, x), movelist)
+	policy_weights = zeros(length(unnorm_policy_weights))
+	max_idxs = findall(unnorm_policy_weights .== maximum(unnorm_policy_weights))
+	for max_idx in max_idxs
+		policy_weights[max_idx] = 1.0 / length(max_idxs)
+	end
+	return policy_weights
+end
+
+