diff --git a/Makefile b/Makefile
index 203a4eea45..508e0115aa 100644
--- a/Makefile
+++ b/Makefile
@@ -1,8 +1,8 @@
dev:
- docker-compose -f ./server/docker-compose.yml up
+ docker-compose -f ./docker/docker-compose.yml up
dev-update:
- docker-compose -f ./server/docker-compose.yml up --build -V
+ docker-compose -f ./docker/docker-compose.yml up --build -V
dev-scale:
- docker-compose -f ./server/docker-compose.yml up --build -V --scale immich_server=3 --remove-orphans
+ docker-compose -f ./docker/docker-compose.yml up --build -V --scale immich_server=3 --remove-orphans
diff --git a/README.md b/README.md
index 77fee764ee..117456bd6a 100644
--- a/README.md
+++ b/README.md
@@ -44,13 +44,15 @@ You can use docker compose for development, there are several services that comp
2. PostgreSQL
3. Redis
4. Nginx
+5. TensorFlow and Keras
## Populate .env file
-Navigate to `server` directory and run
+Navigate to `docker` directory and run
-````
+```
cp .env.example .env
+```
Then populate the value in there.
@@ -59,13 +61,13 @@ Pay attention to the key `UPLOAD_LOCATION`, this directory must exist and is own
To start, run
```bash
-docker-compose -f ./server/docker-compose.yml up
-````
+docker-compose -f ./docker/docker-compose.yml up
+```
To force rebuild node modules after installing new packages
```bash
-docker-compose -f ./server/docker-compose.yml up --build -V
+docker-compose -f ./docker/docker-compose.yml up --build -V
```
The server will be running at `http://your-ip:2283` through `Nginx`
diff --git a/server/.env.example b/docker/.env.example
similarity index 100%
rename from server/.env.example
rename to docker/.env.example
diff --git a/docker/.gitignore b/docker/.gitignore
new file mode 100644
index 0000000000..2eea525d88
--- /dev/null
+++ b/docker/.gitignore
@@ -0,0 +1 @@
+.env
\ No newline at end of file
diff --git a/docker/docker-compose.gpu.yml b/docker/docker-compose.gpu.yml
new file mode 100644
index 0000000000..3b64483db2
--- /dev/null
+++ b/docker/docker-compose.gpu.yml
@@ -0,0 +1,95 @@
+version: "3.8"
+
+services:
+ immich_server:
+ image: immich-server-dev:1.0.0
+ build:
+ context: ../server
+ target: development
+ dockerfile: ../server/Dockerfile
+ command: npm run start:dev
+ expose:
+ - "3000"
+ volumes:
+ - ../server:/usr/src/app
+ - ${UPLOAD_LOCATION}:/usr/src/app/upload
+ - /usr/src/app/node_modules
+ env_file:
+ - .env
+ depends_on:
+ - redis
+ - database
+ networks:
+ - immich_network
+
+ redis:
+ container_name: immich_redis
+ image: redis:6.2
+ networks:
+ - immich_network
+
+ database:
+ container_name: immich_postgres
+ image: postgres:14
+ env_file:
+ - .env
+ environment:
+ POSTGRES_PASSWORD: ${DB_PASSWORD}
+ POSTGRES_USER: ${DB_USERNAME}
+ POSTGRES_DB: ${DB_DATABASE_NAME}
+ PG_DATA: /var/lib/postgresql/data
+ volumes:
+ - pgdata:/var/lib/postgresql/data
+ ports:
+ - 5432:5432
+ networks:
+ - immich_network
+
+ nginx:
+ container_name: proxy_nginx
+ image: nginx:latest
+ volumes:
+ - ./settings/nginx-conf:/etc/nginx/conf.d
+ ports:
+ - 2283:80
+ - 2284:443
+ logging:
+ driver: none
+ networks:
+ - immich_network
+ depends_on:
+ - immich_server
+
+ immich_tf_fastapi:
+ container_name: immich_tf_fastapi
+ image: tensor_flow_fastapi:1.0.0
+ restart: always
+ command: uvicorn app.main:app --proxy-headers --host 0.0.0.0 --port 8000 --reload
+ build:
+ context: ../machine_learning
+ target: gpu
+ dockerfile: ../machine_learning/Dockerfile
+ deploy:
+ resources:
+ reservations:
+ devices:
+ - driver: nvidia
+ count: 1
+ capabilities: [gpu]
+ volumes:
+ - ../machine_learning/app:/code/app
+ - ${UPLOAD_LOCATION}:/code/app/upload
+ ports:
+ - 2285:8000
+ expose:
+ - "8000"
+ depends_on:
+ - database
+ networks:
+ - immich_network
+
+
+networks:
+ immich_network:
+volumes:
+ pgdata:
diff --git a/server/docker-compose.yml b/docker/docker-compose.yml
similarity index 57%
rename from server/docker-compose.yml
rename to docker/docker-compose.yml
index 39d48c4288..8298eac721 100644
--- a/server/docker-compose.yml
+++ b/docker/docker-compose.yml
@@ -1,18 +1,18 @@
-version: '3.8'
-
+version: "3.8"
services:
immich_server:
image: immich-server-dev:1.0.0
build:
- context: .
+ context: ../server
target: development
- dockerfile: ./Dockerfile
- command: npm run start:dev
- expose:
+ dockerfile: ../server/Dockerfile
+ entrypoint: ["/bin/sh", "./entrypoint.sh"]
+ # command: npm run start:dev
+ expose:
- "3000"
volumes:
- - .:/usr/src/app
+ - ../server:/usr/src/app
- ${UPLOAD_LOCATION}:/usr/src/app/upload
- /usr/src/app/node_modules
env_file:
@@ -27,7 +27,7 @@ services:
container_name: immich_redis
image: redis:6.2
networks:
- - immich_network
+ - immich_network
database:
container_name: immich_postgres
@@ -44,7 +44,7 @@ services:
ports:
- 5432:5432
networks:
- - immich_network
+ - immich_network
nginx:
container_name: proxy_nginx
@@ -61,7 +61,28 @@ services:
depends_on:
- immich_server
+ immich_tf_fastapi:
+ container_name: immich_tf_fastapi
+ image: tensor_flow_fastapi:1.0.0
+ restart: always
+ command: uvicorn app.main:app --proxy-headers --host 0.0.0.0 --port 8000 --reload
+ build:
+ context: ../machine_learning
+ target: cpu
+ dockerfile: ../machine_learning/Dockerfile
+ volumes:
+ - ../machine_learning/app:/code/app
+ - ${UPLOAD_LOCATION}:/code/app/upload
+ ports:
+ - 2285:8000
+ expose:
+ - "8000"
+ depends_on:
+ - database
+ networks:
+ - immich_network
+
networks:
immich_network:
volumes:
- pgdata:
\ No newline at end of file
+ pgdata:
diff --git a/docker/settings/nginx-conf/nginx.conf b/docker/settings/nginx-conf/nginx.conf
new file mode 100644
index 0000000000..cb6edc3638
--- /dev/null
+++ b/docker/settings/nginx-conf/nginx.conf
@@ -0,0 +1,35 @@
+
+map $http_upgrade $connection_upgrade {
+ default upgrade;
+ '' close;
+}
+
+# events {
+# worker_connections 1000;
+# }
+
+server {
+
+ client_max_body_size 50000M;
+
+ listen 80;
+
+ location / {
+ proxy_buffering off;
+ proxy_buffer_size 16k;
+ proxy_busy_buffers_size 24k;
+ proxy_buffers 64 4k;
+ proxy_force_ranges on;
+
+ proxy_http_version 1.1;
+ proxy_set_header Host $host;
+ proxy_set_header X-Real-IP $remote_addr;
+ proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
+ proxy_set_header X-Forwarded-Proto $scheme;
+ proxy_set_header Upgrade $http_upgrade;
+ proxy_set_header Connection "upgrade";
+ proxy_set_header Host $host;
+
+ proxy_pass http://immich_server:3000;
+ }
+}
diff --git a/machine_learning/.dockerignore b/machine_learning/.dockerignore
new file mode 100644
index 0000000000..19120dc435
--- /dev/null
+++ b/machine_learning/.dockerignore
@@ -0,0 +1 @@
+devenv/
\ No newline at end of file
diff --git a/machine_learning/.gitignore b/machine_learning/.gitignore
new file mode 100644
index 0000000000..ac9358e79e
--- /dev/null
+++ b/machine_learning/.gitignore
@@ -0,0 +1,2 @@
+app/__pycache__
+/devenv
\ No newline at end of file
diff --git a/machine_learning/Dockerfile b/machine_learning/Dockerfile
new file mode 100644
index 0000000000..ded34b2fb4
--- /dev/null
+++ b/machine_learning/Dockerfile
@@ -0,0 +1,22 @@
+## GPU Build
+FROM tensorflow/tensorflow:latest-gpu as gpu
+
+WORKDIR /code
+
+COPY ./requirements.txt /code/requirements.txt
+
+RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
+
+COPY ./app /code/app
+
+
+## CPU BUILD
+FROM python:3.8 as cpu
+
+WORKDIR /code
+
+COPY ./requirements.txt /code/requirements.txt
+
+RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
+
+COPY ./app /code/app
\ No newline at end of file
diff --git a/machine_learning/Pipfile b/machine_learning/Pipfile
new file mode 100644
index 0000000000..1d3bdf9867
--- /dev/null
+++ b/machine_learning/Pipfile
@@ -0,0 +1,17 @@
+[[source]]
+url = "https://pypi.python.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+fastapi = "<0.69.0,>=0.68.0"
+pydantic = "<2.0.0,>=1.8.0"
+uvicorn = "<0.16.0,>=0.15.0"
+tensorflow = "~=2.8.0"
+numpy = "==1.22.2"
+pillow = "==9.0.1"
+
+[dev-packages]
+
+[requires]
+python_version = "3.8"
diff --git a/machine_learning/Pipfile.lock b/machine_learning/Pipfile.lock
new file mode 100644
index 0000000000..4000cf17af
--- /dev/null
+++ b/machine_learning/Pipfile.lock
@@ -0,0 +1,629 @@
+{
+ "_meta": {
+ "hash": {
+ "sha256": "3acf9bcf1b74370cbdac742fee64295572085d1c0d3e4ba38b0fc3ae2c7d846a"
+ },
+ "pipfile-spec": 6,
+ "requires": {
+ "python_version": "3.8"
+ },
+ "sources": [
+ {
+ "name": "pypi",
+ "url": "https://pypi.python.org/simple",
+ "verify_ssl": true
+ }
+ ]
+ },
+ "default": {
+ "absl-py": {
+ "hashes": [
+ "sha256:84e6dcdc69c947d0c13e5457d056bd43cade4c2393dce00d684aedea77ddc2a3",
+ "sha256:ac511215c01ee9ae47b19716599e8ccfa746f2e18de72bdf641b79b22afa27ea"
+ ],
+ "version": "==1.0.0"
+ },
+ "asgiref": {
+ "hashes": [
+ "sha256:2f8abc20f7248433085eda803936d98992f1343ddb022065779f37c5da0181d0",
+ "sha256:88d59c13d634dcffe0510be048210188edd79aeccb6a6c9028cdad6f31d730a9"
+ ],
+ "version": "==3.5.0"
+ },
+ "astunparse": {
+ "hashes": [
+ "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872",
+ "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"
+ ],
+ "version": "==1.6.3"
+ },
+ "cachetools": {
+ "hashes": [
+ "sha256:486471dfa8799eb7ec503a8059e263db000cdda20075ce5e48903087f79d5fd6",
+ "sha256:8fecd4203a38af17928be7b90689d8083603073622229ca7077b72d8e5a976e4"
+ ],
+ "version": "==5.0.0"
+ },
+ "certifi": {
+ "hashes": [
+ "sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872",
+ "sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569"
+ ],
+ "version": "==2021.10.8"
+ },
+ "charset-normalizer": {
+ "hashes": [
+ "sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597",
+ "sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df"
+ ],
+ "markers": "python_version >= '3'",
+ "version": "==2.0.12"
+ },
+ "click": {
+ "hashes": [
+ "sha256:353f466495adaeb40b6b5f592f9f91cb22372351c84caeb068132442a4518ef3",
+ "sha256:410e932b050f5eed773c4cda94de75971c89cdb3155a72a0831139a79e5ecb5b"
+ ],
+ "version": "==8.0.3"
+ },
+ "fastapi": {
+ "hashes": [
+ "sha256:36bcdd3dbea87c586061005e4a40b9bd0145afd766655b4e0ec1d8870b32555c",
+ "sha256:38526fc46bda73f7ec92033952677323c16061e70a91d15c95f18b11895da494"
+ ],
+ "index": "pypi",
+ "version": "==0.68.2"
+ },
+ "flatbuffers": {
+ "hashes": [
+ "sha256:12158ab0272375eab8db2d663ae97370c33f152b27801fa6024e1d6105fd4dd2",
+ "sha256:3751954f0604580d3219ae49a85fafec9d85eec599c0b96226e1bc0b48e57474"
+ ],
+ "version": "==2.0"
+ },
+ "gast": {
+ "hashes": [
+ "sha256:211aac1e58c167b25d3504998f2db694454a24bb1fb1225bce99420166f21d6a",
+ "sha256:cfbea25820e653af9c7d1807f659ce0a0a9c64f2439421a7bba4f0983f532dea"
+ ],
+ "version": "==0.5.3"
+ },
+ "google-auth": {
+ "hashes": [
+ "sha256:218ca03d7744ca0c8b6697b6083334be7df49b7bf76a69d555962fd1a7657b5f",
+ "sha256:ad160fc1ea8f19e331a16a14a79f3d643d813a69534ba9611d2c80dc10439dad"
+ ],
+ "version": "==2.6.0"
+ },
+ "google-auth-oauthlib": {
+ "hashes": [
+ "sha256:3f2a6e802eebbb6fb736a370fbf3b055edcb6b52878bf2f26330b5e041316c73",
+ "sha256:a90a072f6993f2c327067bf65270046384cda5a8ecb20b94ea9a687f1f233a7a"
+ ],
+ "version": "==0.4.6"
+ },
+ "google-pasta": {
+ "hashes": [
+ "sha256:4612951da876b1a10fe3960d7226f0c7682cf901e16ac06e473b267a5afa8954",
+ "sha256:b32482794a366b5366a32c92a9a9201b107821889935a02b3e51f6b432ea84ed",
+ "sha256:c9f2c8dfc8f96d0d5808299920721be30c9eec37f2389f28904f454565c8a16e"
+ ],
+ "version": "==0.2.0"
+ },
+ "grpcio": {
+ "hashes": [
+ "sha256:0110310eff07bb69782f53b7a947490268c4645de559034c43c0a635612e250f",
+ "sha256:01f4b887ed703fe82ebe613e1d2dadea517891725e17e7a6134dcd00352bd28c",
+ "sha256:04239e8f71db832c26bbbedb4537b37550a39d77681d748ab4678e58dd6455d6",
+ "sha256:08cf25f2936629db062aeddbb594bd76b3383ab0ede75ef0461a3b0bc3a2c150",
+ "sha256:0aa8285f284338eb68962fe1a830291db06f366ea12f213399b520c062b01f65",
+ "sha256:0e731f660e1e68238f56f4ce11156f02fd06dc58bc7834778d42c0081d4ef5ad",
+ "sha256:0edbfeb6729aa9da33ce7e28fb7703b3754934115454ae45e8cc1db601756fd3",
+ "sha256:124e718faf96fe44c98b05f3f475076be8b5198bb4c52a13208acf88a8548ba9",
+ "sha256:138f57e3445d4a48d9a8a5af1538fdaafaa50a0a3c243f281d8df0edf221dc02",
+ "sha256:17b75f220ee6923338155b4fcef4c38802b9a57bc57d112c9599a13a03e99f8d",
+ "sha256:1898f999383baac5fcdbdef8ea5b1ef204f38dc211014eb6977ac6e55944d738",
+ "sha256:1f16725a320460435a8a5339d8b06c4e00d307ab5ad56746af2e22b5f9c50932",
+ "sha256:2f96142d0abc91290a63ba203f01649e498302b1b6007c67bad17f823ecde0cf",
+ "sha256:31e6e489ccd8f08884b9349a39610982df48535881ec34f05a11c6e6b6ebf9d0",
+ "sha256:45401d00f2ee46bde75618bf33e9df960daa7980e6e0e7328047191918c98504",
+ "sha256:47b6821238d8978014d23b1132713dac6c2d72cbb561cf257608b1673894f90a",
+ "sha256:4b4a7152187a49767a47d1413edde2304c96f41f7bc92cc512e230dfd0fba095",
+ "sha256:50cfb7e1067ee5e00b8ab100a6b7ea322d37ec6672c0455106520b5891c4b5f5",
+ "sha256:5449ae564349e7a738b8c38583c0aad954b0d5d1dd3cea68953bfc32eaee11e3",
+ "sha256:577e024c8dd5f27cd98ba850bc4e890f07d4b5942e5bc059a3d88843a2f48f66",
+ "sha256:57f1aeb65ed17dfb2f6cd717cc109910fe395133af7257a9c729c0b9604eac10",
+ "sha256:594aaa0469f4fca7773e80d8c27bf1298e7bbce5f6da0f084b07489a708f16ab",
+ "sha256:6620a5b751b099b3b25553cfc03dfcd873cda06f9bb2ff7e9948ac7090e20f05",
+ "sha256:6e463b4aa0a6b31cf2e57c4abc1a1b53531a18a570baeed39d8d7b65deb16b7e",
+ "sha256:735d9a437c262ab039d02defddcb9f8f545d7009ae61c0114e19dda3843febe5",
+ "sha256:772b943f34374744f70236bbbe0afe413ed80f9ae6303503f85e2b421d4bca92",
+ "sha256:77ef653f966934b3bfdd00e4f2064b68880eb40cf09b0b99edfa5ee22a44f559",
+ "sha256:80398e9fb598060fa41050d1220f5a2440fe74ff082c36dda41ac3215ebb5ddd",
+ "sha256:8b2b9dc4d7897566723b77422e11c009a0ebd397966b165b21b89a62891a9fdf",
+ "sha256:a4b4543e13acb4806917d883d0f70f21ba93b29672ea81f4aaba14821aaf9bb0",
+ "sha256:a4e786a8ee8b30b25d70ee52cda6d1dbba2a8ca2f1208d8e20ed8280774f15c8",
+ "sha256:ade8b79a6b6aea68adb9d4bfeba5d647667d842202c5d8f3ba37ac1dc8e5c09c",
+ "sha256:af78ac55933811e6a25141336b1f2d5e0659c2f568d44d20539b273792563ca7",
+ "sha256:af9c3742f6c13575c0d4147a8454da0ff5308c4d9469462ff18402c6416942fe",
+ "sha256:b8cc936a29c65ab39714e1ba67a694c41218f98b6e2a64efb83f04d9abc4386b",
+ "sha256:bdf41550815a831384d21a498b20597417fd31bd084deb17d31ceb39ad9acc79",
+ "sha256:c354017819201053d65212befd1dcb65c2d91b704d8977e696bae79c47cd2f82",
+ "sha256:c36f418c925a41fccada8f7ae9a3d3e227bfa837ddbfddd3d8b0ac252d12dda9",
+ "sha256:cbc9b83211d905859dcf234ad39d7193ff0f05bfc3269c364fb0d114ee71de59",
+ "sha256:e95b5d62ec26d0cd0b90c202d73e7cb927c369c3358e027225239a4e354967dc",
+ "sha256:f11d05402e0ac3a284443d8a432d3dfc76a6bd3f7b5858cddd75617af2d7bd9b",
+ "sha256:fa26a8bbb3fe57845acb1329ff700d5c7eaf06414c3e15f4cb8923f3a466ef64",
+ "sha256:fb7229fa2a201a0c377ff3283174ec966da8f9fd7ffcc9a92f162d2e7fc9025b",
+ "sha256:fdac966699707b5554b815acc272d81e619dd0999f187cd52a61aef075f870ee"
+ ],
+ "version": "==1.43.0"
+ },
+ "h11": {
+ "hashes": [
+ "sha256:70813c1135087a248a4d38cc0e1a0181ffab2188141a93eaf567940c3957ff06",
+ "sha256:8ddd78563b633ca55346c8cd41ec0af27d3c79931828beffb46ce70a379e7442"
+ ],
+ "version": "==0.13.0"
+ },
+ "h5py": {
+ "hashes": [
+ "sha256:1c5acc660c458421e88c4c5fe092ce15923adfac4c732af1ac4fced683a5ea97",
+ "sha256:35ab552c6f0a93365b3cb5664a5305f3920daa0a43deb5b2c547c52815ec46b9",
+ "sha256:542781d50e1182b8fb619b1265dfe1c765e18215f818b0ab28b2983c28471325",
+ "sha256:5996ff5adefd2d68c330a4265b6ef92e51b2fc674834a5990add5033bf109e20",
+ "sha256:8752d2814a92aba4e2b2a5922d2782d0029102d99caaf3c201a566bc0b40db29",
+ "sha256:8ecedf16c613973622a334701f67edcc0249469f9daa0576e994fb20ac0405db",
+ "sha256:954c5c39a09b5302f69f752c3bbf165d368a65c8d200f7d5655e0fa6368a75e6",
+ "sha256:98646e659bf8591a2177e12a4461dced2cad72da0ba4247643fd118db88880d2",
+ "sha256:9f39242960b8d7f86f3056cc2546aa3047ff4835985f6483229af8f029e9c8db",
+ "sha256:9fd8a14236fdd092a20c0bdf25c3aba3777718d266fabb0fdded4fcf252d1630",
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diff --git a/machine_learning/app/imagenet_class_index.json b/machine_learning/app/imagenet_class_index.json
new file mode 100644
index 0000000000..fc349e8c3f
--- /dev/null
+++ b/machine_learning/app/imagenet_class_index.json
@@ -0,0 +1,1002 @@
+{
+ "0": ["n01440764", "tench"],
+ "1": ["n01443537", "goldfish"],
+ "2": ["n01484850", "great_white_shark"],
+ "3": ["n01491361", "tiger_shark"],
+ "4": ["n01494475", "hammerhead"],
+ "5": ["n01496331", "electric_ray"],
+ "6": ["n01498041", "stingray"],
+ "7": ["n01514668", "cock"],
+ "8": ["n01514859", "hen"],
+ "9": ["n01518878", "ostrich"],
+ "10": ["n01530575", "brambling"],
+ "11": ["n01531178", "goldfinch"],
+ "12": ["n01532829", "house_finch"],
+ "13": ["n01534433", "junco"],
+ "14": ["n01537544", "indigo_bunting"],
+ "15": ["n01558993", "robin"],
+ "16": ["n01560419", "bulbul"],
+ "17": ["n01580077", "jay"],
+ "18": ["n01582220", "magpie"],
+ "19": ["n01592084", "chickadee"],
+ "20": ["n01601694", "water_ouzel"],
+ "21": ["n01608432", "kite"],
+ "22": ["n01614925", "bald_eagle"],
+ "23": ["n01616318", "vulture"],
+ "24": ["n01622779", "great_grey_owl"],
+ "25": ["n01629819", "European_fire_salamander"],
+ "26": ["n01630670", "common_newt"],
+ "27": ["n01631663", "eft"],
+ "28": ["n01632458", "spotted_salamander"],
+ "29": ["n01632777", "axolotl"],
+ "30": ["n01641577", "bullfrog"],
+ "31": ["n01644373", "tree_frog"],
+ "32": ["n01644900", "tailed_frog"],
+ "33": ["n01664065", "loggerhead"],
+ "34": ["n01665541", "leatherback_turtle"],
+ "35": ["n01667114", "mud_turtle"],
+ "36": ["n01667778", "terrapin"],
+ "37": ["n01669191", "box_turtle"],
+ "38": ["n01675722", "banded_gecko"],
+ "39": ["n01677366", "common_iguana"],
+ "40": ["n01682714", "American_chameleon"],
+ "41": ["n01685808", "whiptail"],
+ "42": ["n01687978", "agama"],
+ "43": ["n01688243", "frilled_lizard"],
+ "44": ["n01689811", "alligator_lizard"],
+ "45": ["n01692333", "Gila_monster"],
+ "46": ["n01693334", "green_lizard"],
+ "47": ["n01694178", "African_chameleon"],
+ "48": ["n01695060", "Komodo_dragon"],
+ "49": ["n01697457", "African_crocodile"],
+ "50": ["n01698640", "American_alligator"],
+ "51": ["n01704323", "triceratops"],
+ "52": ["n01728572", "thunder_snake"],
+ "53": ["n01728920", "ringneck_snake"],
+ "54": ["n01729322", "hognose_snake"],
+ "55": ["n01729977", "green_snake"],
+ "56": ["n01734418", "king_snake"],
+ "57": ["n01735189", "garter_snake"],
+ "58": ["n01737021", "water_snake"],
+ "59": ["n01739381", "vine_snake"],
+ "60": ["n01740131", "night_snake"],
+ "61": ["n01742172", "boa_constrictor"],
+ "62": ["n01744401", "rock_python"],
+ "63": ["n01748264", "Indian_cobra"],
+ "64": ["n01749939", "green_mamba"],
+ "65": ["n01751748", "sea_snake"],
+ "66": ["n01753488", "horned_viper"],
+ "67": ["n01755581", "diamondback"],
+ "68": ["n01756291", "sidewinder"],
+ "69": ["n01768244", "trilobite"],
+ "70": ["n01770081", "harvestman"],
+ "71": ["n01770393", "scorpion"],
+ "72": ["n01773157", "black_and_gold_garden_spider"],
+ "73": ["n01773549", "barn_spider"],
+ "74": ["n01773797", "garden_spider"],
+ "75": ["n01774384", "black_widow"],
+ "76": ["n01774750", "tarantula"],
+ "77": ["n01775062", "wolf_spider"],
+ "78": ["n01776313", "tick"],
+ "79": ["n01784675", "centipede"],
+ "80": ["n01795545", "black_grouse"],
+ "81": ["n01796340", "ptarmigan"],
+ "82": ["n01797886", "ruffed_grouse"],
+ "83": ["n01798484", "prairie_chicken"],
+ "84": ["n01806143", "peacock"],
+ "85": ["n01806567", "quail"],
+ "86": ["n01807496", "partridge"],
+ "87": ["n01817953", "African_grey"],
+ "88": ["n01818515", "macaw"],
+ "89": ["n01819313", "sulphur-crested_cockatoo"],
+ "90": ["n01820546", "lorikeet"],
+ "91": ["n01824575", "coucal"],
+ "92": ["n01828970", "bee_eater"],
+ "93": ["n01829413", "hornbill"],
+ "94": ["n01833805", "hummingbird"],
+ "95": ["n01843065", "jacamar"],
+ "96": ["n01843383", "toucan"],
+ "97": ["n01847000", "drake"],
+ "98": ["n01855032", "red-breasted_merganser"],
+ "99": ["n01855672", "goose"],
+ "100": ["n01860187", "black_swan"],
+ "101": ["n01871265", "tusker"],
+ "102": ["n01872401", "echidna"],
+ "103": ["n01873310", "platypus"],
+ "104": ["n01877812", "wallaby"],
+ "105": ["n01882714", "koala"],
+ "106": ["n01883070", "wombat"],
+ "107": ["n01910747", "jellyfish"],
+ "108": ["n01914609", "sea_anemone"],
+ "109": ["n01917289", "brain_coral"],
+ "110": ["n01924916", "flatworm"],
+ "111": ["n01930112", "nematode"],
+ "112": ["n01943899", "conch"],
+ "113": ["n01944390", "snail"],
+ "114": ["n01945685", "slug"],
+ "115": ["n01950731", "sea_slug"],
+ "116": ["n01955084", "chiton"],
+ "117": ["n01968897", "chambered_nautilus"],
+ "118": ["n01978287", "Dungeness_crab"],
+ "119": ["n01978455", "rock_crab"],
+ "120": ["n01980166", "fiddler_crab"],
+ "121": ["n01981276", "king_crab"],
+ "122": ["n01983481", "American_lobster"],
+ "123": ["n01984695", "spiny_lobster"],
+ "124": ["n01985128", "crayfish"],
+ "125": ["n01986214", "hermit_crab"],
+ "126": ["n01990800", "isopod"],
+ "127": ["n02002556", "white_stork"],
+ "128": ["n02002724", "black_stork"],
+ "129": ["n02006656", "spoonbill"],
+ "130": ["n02007558", "flamingo"],
+ "131": ["n02009229", "little_blue_heron"],
+ "132": ["n02009912", "American_egret"],
+ "133": ["n02011460", "bittern"],
+ "134": ["n02012849", "crane"],
+ "135": ["n02013706", "limpkin"],
+ "136": ["n02017213", "European_gallinule"],
+ "137": ["n02018207", "American_coot"],
+ "138": ["n02018795", "bustard"],
+ "139": ["n02025239", "ruddy_turnstone"],
+ "140": ["n02027492", "red-backed_sandpiper"],
+ "141": ["n02028035", "redshank"],
+ "142": ["n02033041", "dowitcher"],
+ "143": ["n02037110", "oystercatcher"],
+ "144": ["n02051845", "pelican"],
+ "145": ["n02056570", "king_penguin"],
+ "146": ["n02058221", "albatross"],
+ "147": ["n02066245", "grey_whale"],
+ "148": ["n02071294", "killer_whale"],
+ "149": ["n02074367", "dugong"],
+ "150": ["n02077923", "sea_lion"],
+ "151": ["n02085620", "Chihuahua"],
+ "152": ["n02085782", "Japanese_spaniel"],
+ "153": ["n02085936", "Maltese_dog"],
+ "154": ["n02086079", "Pekinese"],
+ "155": ["n02086240", "Shih-Tzu"],
+ "156": ["n02086646", "Blenheim_spaniel"],
+ "157": ["n02086910", "papillon"],
+ "158": ["n02087046", "toy_terrier"],
+ "159": ["n02087394", "Rhodesian_ridgeback"],
+ "160": ["n02088094", "Afghan_hound"],
+ "161": ["n02088238", "basset"],
+ "162": ["n02088364", "beagle"],
+ "163": ["n02088466", "bloodhound"],
+ "164": ["n02088632", "bluetick"],
+ "165": ["n02089078", "black-and-tan_coonhound"],
+ "166": ["n02089867", "Walker_hound"],
+ "167": ["n02089973", "English_foxhound"],
+ "168": ["n02090379", "redbone"],
+ "169": ["n02090622", "borzoi"],
+ "170": ["n02090721", "Irish_wolfhound"],
+ "171": ["n02091032", "Italian_greyhound"],
+ "172": ["n02091134", "whippet"],
+ "173": ["n02091244", "Ibizan_hound"],
+ "174": ["n02091467", "Norwegian_elkhound"],
+ "175": ["n02091635", "otterhound"],
+ "176": ["n02091831", "Saluki"],
+ "177": ["n02092002", "Scottish_deerhound"],
+ "178": ["n02092339", "Weimaraner"],
+ "179": ["n02093256", "Staffordshire_bullterrier"],
+ "180": ["n02093428", "American_Staffordshire_terrier"],
+ "181": ["n02093647", "Bedlington_terrier"],
+ "182": ["n02093754", "Border_terrier"],
+ "183": ["n02093859", "Kerry_blue_terrier"],
+ "184": ["n02093991", "Irish_terrier"],
+ "185": ["n02094114", "Norfolk_terrier"],
+ "186": ["n02094258", "Norwich_terrier"],
+ "187": ["n02094433", "Yorkshire_terrier"],
+ "188": ["n02095314", "wire-haired_fox_terrier"],
+ "189": ["n02095570", "Lakeland_terrier"],
+ "190": ["n02095889", "Sealyham_terrier"],
+ "191": ["n02096051", "Airedale"],
+ "192": ["n02096177", "cairn"],
+ "193": ["n02096294", "Australian_terrier"],
+ "194": ["n02096437", "Dandie_Dinmont"],
+ "195": ["n02096585", "Boston_bull"],
+ "196": ["n02097047", "miniature_schnauzer"],
+ "197": ["n02097130", "giant_schnauzer"],
+ "198": ["n02097209", "standard_schnauzer"],
+ "199": ["n02097298", "Scotch_terrier"],
+ "200": ["n02097474", "Tibetan_terrier"],
+ "201": ["n02097658", "silky_terrier"],
+ "202": ["n02098105", "soft-coated_wheaten_terrier"],
+ "203": ["n02098286", "West_Highland_white_terrier"],
+ "204": ["n02098413", "Lhasa"],
+ "205": ["n02099267", "flat-coated_retriever"],
+ "206": ["n02099429", "curly-coated_retriever"],
+ "207": ["n02099601", "golden_retriever"],
+ "208": ["n02099712", "Labrador_retriever"],
+ "209": ["n02099849", "Chesapeake_Bay_retriever"],
+ "210": ["n02100236", "German_short-haired_pointer"],
+ "211": ["n02100583", "vizsla"],
+ "212": ["n02100735", "English_setter"],
+ "213": ["n02100877", "Irish_setter"],
+ "214": ["n02101006", "Gordon_setter"],
+ "215": ["n02101388", "Brittany_spaniel"],
+ "216": ["n02101556", "clumber"],
+ "217": ["n02102040", "English_springer"],
+ "218": ["n02102177", "Welsh_springer_spaniel"],
+ "219": ["n02102318", "cocker_spaniel"],
+ "220": ["n02102480", "Sussex_spaniel"],
+ "221": ["n02102973", "Irish_water_spaniel"],
+ "222": ["n02104029", "kuvasz"],
+ "223": ["n02104365", "schipperke"],
+ "224": ["n02105056", "groenendael"],
+ "225": ["n02105162", "malinois"],
+ "226": ["n02105251", "briard"],
+ "227": ["n02105412", "kelpie"],
+ "228": ["n02105505", "komondor"],
+ "229": ["n02105641", "Old_English_sheepdog"],
+ "230": ["n02105855", "Shetland_sheepdog"],
+ "231": ["n02106030", "collie"],
+ "232": ["n02106166", "Border_collie"],
+ "233": ["n02106382", "Bouvier_des_Flandres"],
+ "234": ["n02106550", "Rottweiler"],
+ "235": ["n02106662", "German_shepherd"],
+ "236": ["n02107142", "Doberman"],
+ "237": ["n02107312", "miniature_pinscher"],
+ "238": ["n02107574", "Greater_Swiss_Mountain_dog"],
+ "239": ["n02107683", "Bernese_mountain_dog"],
+ "240": ["n02107908", "Appenzeller"],
+ "241": ["n02108000", "EntleBucher"],
+ "242": ["n02108089", "boxer"],
+ "243": ["n02108422", "bull_mastiff"],
+ "244": ["n02108551", "Tibetan_mastiff"],
+ "245": ["n02108915", "French_bulldog"],
+ "246": ["n02109047", "Great_Dane"],
+ "247": ["n02109525", "Saint_Bernard"],
+ "248": ["n02109961", "Eskimo_dog"],
+ "249": ["n02110063", "malamute"],
+ "250": ["n02110185", "Siberian_husky"],
+ "251": ["n02110341", "dalmatian"],
+ "252": ["n02110627", "affenpinscher"],
+ "253": ["n02110806", "basenji"],
+ "254": ["n02110958", "pug"],
+ "255": ["n02111129", "Leonberg"],
+ "256": ["n02111277", "Newfoundland"],
+ "257": ["n02111500", "Great_Pyrenees"],
+ "258": ["n02111889", "Samoyed"],
+ "259": ["n02112018", "Pomeranian"],
+ "260": ["n02112137", "chow"],
+ "261": ["n02112350", "keeshond"],
+ "262": ["n02112706", "Brabancon_griffon"],
+ "263": ["n02113023", "Pembroke"],
+ "264": ["n02113186", "Cardigan"],
+ "265": ["n02113624", "toy_poodle"],
+ "266": ["n02113712", "miniature_poodle"],
+ "267": ["n02113799", "standard_poodle"],
+ "268": ["n02113978", "Mexican_hairless"],
+ "269": ["n02114367", "timber_wolf"],
+ "270": ["n02114548", "white_wolf"],
+ "271": ["n02114712", "red_wolf"],
+ "272": ["n02114855", "coyote"],
+ "273": ["n02115641", "dingo"],
+ "274": ["n02115913", "dhole"],
+ "275": ["n02116738", "African_hunting_dog"],
+ "276": ["n02117135", "hyena"],
+ "277": ["n02119022", "red_fox"],
+ "278": ["n02119789", "kit_fox"],
+ "279": ["n02120079", "Arctic_fox"],
+ "280": ["n02120505", "grey_fox"],
+ "281": ["n02123045", "tabby"],
+ "282": ["n02123159", "tiger_cat"],
+ "283": ["n02123394", "Persian_cat"],
+ "284": ["n02123597", "Siamese_cat"],
+ "285": ["n02124075", "Egyptian_cat"],
+ "286": ["n02125311", "cougar"],
+ "287": ["n02127052", "lynx"],
+ "288": ["n02128385", "leopard"],
+ "289": ["n02128757", "snow_leopard"],
+ "290": ["n02128925", "jaguar"],
+ "291": ["n02129165", "lion"],
+ "292": ["n02129604", "tiger"],
+ "293": ["n02130308", "cheetah"],
+ "294": ["n02132136", "brown_bear"],
+ "295": ["n02133161", "American_black_bear"],
+ "296": ["n02134084", "ice_bear"],
+ "297": ["n02134418", "sloth_bear"],
+ "298": ["n02137549", "mongoose"],
+ "299": ["n02138441", "meerkat"],
+ "300": ["n02165105", "tiger_beetle"],
+ "301": ["n02165456", "ladybug"],
+ "302": ["n02167151", "ground_beetle"],
+ "303": ["n02168699", "long-horned_beetle"],
+ "304": ["n02169497", "leaf_beetle"],
+ "305": ["n02172182", "dung_beetle"],
+ "306": ["n02174001", "rhinoceros_beetle"],
+ "307": ["n02177972", "weevil"],
+ "308": ["n02190166", "fly"],
+ "309": ["n02206856", "bee"],
+ "310": ["n02219486", "ant"],
+ "311": ["n02226429", "grasshopper"],
+ "312": ["n02229544", "cricket"],
+ "313": ["n02231487", "walking_stick"],
+ "314": ["n02233338", "cockroach"],
+ "315": ["n02236044", "mantis"],
+ "316": ["n02256656", "cicada"],
+ "317": ["n02259212", "leafhopper"],
+ "318": ["n02264363", "lacewing"],
+ "319": ["n02268443", "dragonfly"],
+ "320": ["n02268853", "damselfly"],
+ "321": ["n02276258", "admiral"],
+ "322": ["n02277742", "ringlet"],
+ "323": ["n02279972", "monarch"],
+ "324": ["n02280649", "cabbage_butterfly"],
+ "325": ["n02281406", "sulphur_butterfly"],
+ "326": ["n02281787", "lycaenid"],
+ "327": ["n02317335", "starfish"],
+ "328": ["n02319095", "sea_urchin"],
+ "329": ["n02321529", "sea_cucumber"],
+ "330": ["n02325366", "wood_rabbit"],
+ "331": ["n02326432", "hare"],
+ "332": ["n02328150", "Angora"],
+ "333": ["n02342885", "hamster"],
+ "334": ["n02346627", "porcupine"],
+ "335": ["n02356798", "fox_squirrel"],
+ "336": ["n02361337", "marmot"],
+ "337": ["n02363005", "beaver"],
+ "338": ["n02364673", "guinea_pig"],
+ "339": ["n02389026", "sorrel"],
+ "340": ["n02391049", "zebra"],
+ "341": ["n02395406", "hog"],
+ "342": ["n02396427", "wild_boar"],
+ "343": ["n02397096", "warthog"],
+ "344": ["n02398521", "hippopotamus"],
+ "345": ["n02403003", "ox"],
+ "346": ["n02408429", "water_buffalo"],
+ "347": ["n02410509", "bison"],
+ "348": ["n02412080", "ram"],
+ "349": ["n02415577", "bighorn"],
+ "350": ["n02417914", "ibex"],
+ "351": ["n02422106", "hartebeest"],
+ "352": ["n02422699", "impala"],
+ "353": ["n02423022", "gazelle"],
+ "354": ["n02437312", "Arabian_camel"],
+ "355": ["n02437616", "llama"],
+ "356": ["n02441942", "weasel"],
+ "357": ["n02442845", "mink"],
+ "358": ["n02443114", "polecat"],
+ "359": ["n02443484", "black-footed_ferret"],
+ "360": ["n02444819", "otter"],
+ "361": ["n02445715", "skunk"],
+ "362": ["n02447366", "badger"],
+ "363": ["n02454379", "armadillo"],
+ "364": ["n02457408", "three-toed_sloth"],
+ "365": ["n02480495", "orangutan"],
+ "366": ["n02480855", "gorilla"],
+ "367": ["n02481823", "chimpanzee"],
+ "368": ["n02483362", "gibbon"],
+ "369": ["n02483708", "siamang"],
+ "370": ["n02484975", "guenon"],
+ "371": ["n02486261", "patas"],
+ "372": ["n02486410", "baboon"],
+ "373": ["n02487347", "macaque"],
+ "374": ["n02488291", "langur"],
+ "375": ["n02488702", "colobus"],
+ "376": ["n02489166", "proboscis_monkey"],
+ "377": ["n02490219", "marmoset"],
+ "378": ["n02492035", "capuchin"],
+ "379": ["n02492660", "howler_monkey"],
+ "380": ["n02493509", "titi"],
+ "381": ["n02493793", "spider_monkey"],
+ "382": ["n02494079", "squirrel_monkey"],
+ "383": ["n02497673", "Madagascar_cat"],
+ "384": ["n02500267", "indri"],
+ "385": ["n02504013", "Indian_elephant"],
+ "386": ["n02504458", "African_elephant"],
+ "387": ["n02509815", "lesser_panda"],
+ "388": ["n02510455", "giant_panda"],
+ "389": ["n02514041", "barracouta"],
+ "390": ["n02526121", "eel"],
+ "391": ["n02536864", "coho"],
+ "392": ["n02606052", "rock_beauty"],
+ "393": ["n02607072", "anemone_fish"],
+ "394": ["n02640242", "sturgeon"],
+ "395": ["n02641379", "gar"],
+ "396": ["n02643566", "lionfish"],
+ "397": ["n02655020", "puffer"],
+ "398": ["n02666196", "abacus"],
+ "399": ["n02667093", "abaya"],
+ "400": ["n02669723", "academic_gown"],
+ "401": ["n02672831", "accordion"],
+ "402": ["n02676566", "acoustic_guitar"],
+ "403": ["n02687172", "aircraft_carrier"],
+ "404": ["n02690373", "airliner"],
+ "405": ["n02692877", "airship"],
+ "406": ["n02699494", "altar"],
+ "407": ["n02701002", "ambulance"],
+ "408": ["n02704792", "amphibian"],
+ "409": ["n02708093", "analog_clock"],
+ "410": ["n02727426", "apiary"],
+ "411": ["n02730930", "apron"],
+ "412": ["n02747177", "ashcan"],
+ "413": ["n02749479", "assault_rifle"],
+ "414": ["n02769748", "backpack"],
+ "415": ["n02776631", "bakery"],
+ "416": ["n02777292", "balance_beam"],
+ "417": ["n02782093", "balloon"],
+ "418": ["n02783161", "ballpoint"],
+ "419": ["n02786058", "Band_Aid"],
+ "420": ["n02787622", "banjo"],
+ "421": ["n02788148", "bannister"],
+ "422": ["n02790996", "barbell"],
+ "423": ["n02791124", "barber_chair"],
+ "424": ["n02791270", "barbershop"],
+ "425": ["n02793495", "barn"],
+ "426": ["n02794156", "barometer"],
+ "427": ["n02795169", "barrel"],
+ "428": ["n02797295", "barrow"],
+ "429": ["n02799071", "baseball"],
+ "430": ["n02802426", "basketball"],
+ "431": ["n02804414", "bassinet"],
+ "432": ["n02804610", "bassoon"],
+ "433": ["n02807133", "bathing_cap"],
+ "434": ["n02808304", "bath_towel"],
+ "435": ["n02808440", "bathtub"],
+ "436": ["n02814533", "beach_wagon"],
+ "437": ["n02814860", "beacon"],
+ "438": ["n02815834", "beaker"],
+ "439": ["n02817516", "bearskin"],
+ "440": ["n02823428", "beer_bottle"],
+ "441": ["n02823750", "beer_glass"],
+ "442": ["n02825657", "bell_cote"],
+ "443": ["n02834397", "bib"],
+ "444": ["n02835271", "bicycle-built-for-two"],
+ "445": ["n02837789", "bikini"],
+ "446": ["n02840245", "binder"],
+ "447": ["n02841315", "binoculars"],
+ "448": ["n02843684", "birdhouse"],
+ "449": ["n02859443", "boathouse"],
+ "450": ["n02860847", "bobsled"],
+ "451": ["n02865351", "bolo_tie"],
+ "452": ["n02869837", "bonnet"],
+ "453": ["n02870880", "bookcase"],
+ "454": ["n02871525", "bookshop"],
+ "455": ["n02877765", "bottlecap"],
+ "456": ["n02879718", "bow"],
+ "457": ["n02883205", "bow_tie"],
+ "458": ["n02892201", "brass"],
+ "459": ["n02892767", "brassiere"],
+ "460": ["n02894605", "breakwater"],
+ "461": ["n02895154", "breastplate"],
+ "462": ["n02906734", "broom"],
+ "463": ["n02909870", "bucket"],
+ "464": ["n02910353", "buckle"],
+ "465": ["n02916936", "bulletproof_vest"],
+ "466": ["n02917067", "bullet_train"],
+ "467": ["n02927161", "butcher_shop"],
+ "468": ["n02930766", "cab"],
+ "469": ["n02939185", "caldron"],
+ "470": ["n02948072", "candle"],
+ "471": ["n02950826", "cannon"],
+ "472": ["n02951358", "canoe"],
+ "473": ["n02951585", "can_opener"],
+ "474": ["n02963159", "cardigan"],
+ "475": ["n02965783", "car_mirror"],
+ "476": ["n02966193", "carousel"],
+ "477": ["n02966687", "carpenter's_kit"],
+ "478": ["n02971356", "carton"],
+ "479": ["n02974003", "car_wheel"],
+ "480": ["n02977058", "cash_machine"],
+ "481": ["n02978881", "cassette"],
+ "482": ["n02979186", "cassette_player"],
+ "483": ["n02980441", "castle"],
+ "484": ["n02981792", "catamaran"],
+ "485": ["n02988304", "CD_player"],
+ "486": ["n02992211", "cello"],
+ "487": ["n02992529", "cellular_telephone"],
+ "488": ["n02999410", "chain"],
+ "489": ["n03000134", "chainlink_fence"],
+ "490": ["n03000247", "chain_mail"],
+ "491": ["n03000684", "chain_saw"],
+ "492": ["n03014705", "chest"],
+ "493": ["n03016953", "chiffonier"],
+ "494": ["n03017168", "chime"],
+ "495": ["n03018349", "china_cabinet"],
+ "496": ["n03026506", "Christmas_stocking"],
+ "497": ["n03028079", "church"],
+ "498": ["n03032252", "cinema"],
+ "499": ["n03041632", "cleaver"],
+ "500": ["n03042490", "cliff_dwelling"],
+ "501": ["n03045698", "cloak"],
+ "502": ["n03047690", "clog"],
+ "503": ["n03062245", "cocktail_shaker"],
+ "504": ["n03063599", "coffee_mug"],
+ "505": ["n03063689", "coffeepot"],
+ "506": ["n03065424", "coil"],
+ "507": ["n03075370", "combination_lock"],
+ "508": ["n03085013", "computer_keyboard"],
+ "509": ["n03089624", "confectionery"],
+ "510": ["n03095699", "container_ship"],
+ "511": ["n03100240", "convertible"],
+ "512": ["n03109150", "corkscrew"],
+ "513": ["n03110669", "cornet"],
+ "514": ["n03124043", "cowboy_boot"],
+ "515": ["n03124170", "cowboy_hat"],
+ "516": ["n03125729", "cradle"],
+ "517": ["n03126707", "crane"],
+ "518": ["n03127747", "crash_helmet"],
+ "519": ["n03127925", "crate"],
+ "520": ["n03131574", "crib"],
+ "521": ["n03133878", "Crock_Pot"],
+ "522": ["n03134739", "croquet_ball"],
+ "523": ["n03141823", "crutch"],
+ "524": ["n03146219", "cuirass"],
+ "525": ["n03160309", "dam"],
+ "526": ["n03179701", "desk"],
+ "527": ["n03180011", "desktop_computer"],
+ "528": ["n03187595", "dial_telephone"],
+ "529": ["n03188531", "diaper"],
+ "530": ["n03196217", "digital_clock"],
+ "531": ["n03197337", "digital_watch"],
+ "532": ["n03201208", "dining_table"],
+ "533": ["n03207743", "dishrag"],
+ "534": ["n03207941", "dishwasher"],
+ "535": ["n03208938", "disk_brake"],
+ "536": ["n03216828", "dock"],
+ "537": ["n03218198", "dogsled"],
+ "538": ["n03220513", "dome"],
+ "539": ["n03223299", "doormat"],
+ "540": ["n03240683", "drilling_platform"],
+ "541": ["n03249569", "drum"],
+ "542": ["n03250847", "drumstick"],
+ "543": ["n03255030", "dumbbell"],
+ "544": ["n03259280", "Dutch_oven"],
+ "545": ["n03271574", "electric_fan"],
+ "546": ["n03272010", "electric_guitar"],
+ "547": ["n03272562", "electric_locomotive"],
+ "548": ["n03290653", "entertainment_center"],
+ "549": ["n03291819", "envelope"],
+ "550": ["n03297495", "espresso_maker"],
+ "551": ["n03314780", "face_powder"],
+ "552": ["n03325584", "feather_boa"],
+ "553": ["n03337140", "file"],
+ "554": ["n03344393", "fireboat"],
+ "555": ["n03345487", "fire_engine"],
+ "556": ["n03347037", "fire_screen"],
+ "557": ["n03355925", "flagpole"],
+ "558": ["n03372029", "flute"],
+ "559": ["n03376595", "folding_chair"],
+ "560": ["n03379051", "football_helmet"],
+ "561": ["n03384352", "forklift"],
+ "562": ["n03388043", "fountain"],
+ "563": ["n03388183", "fountain_pen"],
+ "564": ["n03388549", "four-poster"],
+ "565": ["n03393912", "freight_car"],
+ "566": ["n03394916", "French_horn"],
+ "567": ["n03400231", "frying_pan"],
+ "568": ["n03404251", "fur_coat"],
+ "569": ["n03417042", "garbage_truck"],
+ "570": ["n03424325", "gasmask"],
+ "571": ["n03425413", "gas_pump"],
+ "572": ["n03443371", "goblet"],
+ "573": ["n03444034", "go-kart"],
+ "574": ["n03445777", "golf_ball"],
+ "575": ["n03445924", "golfcart"],
+ "576": ["n03447447", "gondola"],
+ "577": ["n03447721", "gong"],
+ "578": ["n03450230", "gown"],
+ "579": ["n03452741", "grand_piano"],
+ "580": ["n03457902", "greenhouse"],
+ "581": ["n03459775", "grille"],
+ "582": ["n03461385", "grocery_store"],
+ "583": ["n03467068", "guillotine"],
+ "584": ["n03476684", "hair_slide"],
+ "585": ["n03476991", "hair_spray"],
+ "586": ["n03478589", "half_track"],
+ "587": ["n03481172", "hammer"],
+ "588": ["n03482405", "hamper"],
+ "589": ["n03483316", "hand_blower"],
+ "590": ["n03485407", "hand-held_computer"],
+ "591": ["n03485794", "handkerchief"],
+ "592": ["n03492542", "hard_disc"],
+ "593": ["n03494278", "harmonica"],
+ "594": ["n03495258", "harp"],
+ "595": ["n03496892", "harvester"],
+ "596": ["n03498962", "hatchet"],
+ "597": ["n03527444", "holster"],
+ "598": ["n03529860", "home_theater"],
+ "599": ["n03530642", "honeycomb"],
+ "600": ["n03532672", "hook"],
+ "601": ["n03534580", "hoopskirt"],
+ "602": ["n03535780", "horizontal_bar"],
+ "603": ["n03538406", "horse_cart"],
+ "604": ["n03544143", "hourglass"],
+ "605": ["n03584254", "iPod"],
+ "606": ["n03584829", "iron"],
+ "607": ["n03590841", "jack-o'-lantern"],
+ "608": ["n03594734", "jean"],
+ "609": ["n03594945", "jeep"],
+ "610": ["n03595614", "jersey"],
+ "611": ["n03598930", "jigsaw_puzzle"],
+ "612": ["n03599486", "jinrikisha"],
+ "613": ["n03602883", "joystick"],
+ "614": ["n03617480", "kimono"],
+ "615": ["n03623198", "knee_pad"],
+ "616": ["n03627232", "knot"],
+ "617": ["n03630383", "lab_coat"],
+ "618": ["n03633091", "ladle"],
+ "619": ["n03637318", "lampshade"],
+ "620": ["n03642806", "laptop"],
+ "621": ["n03649909", "lawn_mower"],
+ "622": ["n03657121", "lens_cap"],
+ "623": ["n03658185", "letter_opener"],
+ "624": ["n03661043", "library"],
+ "625": ["n03662601", "lifeboat"],
+ "626": ["n03666591", "lighter"],
+ "627": ["n03670208", "limousine"],
+ "628": ["n03673027", "liner"],
+ "629": ["n03676483", "lipstick"],
+ "630": ["n03680355", "Loafer"],
+ "631": ["n03690938", "lotion"],
+ "632": ["n03691459", "loudspeaker"],
+ "633": ["n03692522", "loupe"],
+ "634": ["n03697007", "lumbermill"],
+ "635": ["n03706229", "magnetic_compass"],
+ "636": ["n03709823", "mailbag"],
+ "637": ["n03710193", "mailbox"],
+ "638": ["n03710637", "maillot"],
+ "639": ["n03710721", "maillot"],
+ "640": ["n03717622", "manhole_cover"],
+ "641": ["n03720891", "maraca"],
+ "642": ["n03721384", "marimba"],
+ "643": ["n03724870", "mask"],
+ "644": ["n03729826", "matchstick"],
+ "645": ["n03733131", "maypole"],
+ "646": ["n03733281", "maze"],
+ "647": ["n03733805", "measuring_cup"],
+ "648": ["n03742115", "medicine_chest"],
+ "649": ["n03743016", "megalith"],
+ "650": ["n03759954", "microphone"],
+ "651": ["n03761084", "microwave"],
+ "652": ["n03763968", "military_uniform"],
+ "653": ["n03764736", "milk_can"],
+ "654": ["n03769881", "minibus"],
+ "655": ["n03770439", "miniskirt"],
+ "656": ["n03770679", "minivan"],
+ "657": ["n03773504", "missile"],
+ "658": ["n03775071", "mitten"],
+ "659": ["n03775546", "mixing_bowl"],
+ "660": ["n03776460", "mobile_home"],
+ "661": ["n03777568", "Model_T"],
+ "662": ["n03777754", "modem"],
+ "663": ["n03781244", "monastery"],
+ "664": ["n03782006", "monitor"],
+ "665": ["n03785016", "moped"],
+ "666": ["n03786901", "mortar"],
+ "667": ["n03787032", "mortarboard"],
+ "668": ["n03788195", "mosque"],
+ "669": ["n03788365", "mosquito_net"],
+ "670": ["n03791053", "motor_scooter"],
+ "671": ["n03792782", "mountain_bike"],
+ "672": ["n03792972", "mountain_tent"],
+ "673": ["n03793489", "mouse"],
+ "674": ["n03794056", "mousetrap"],
+ "675": ["n03796401", "moving_van"],
+ "676": ["n03803284", "muzzle"],
+ "677": ["n03804744", "nail"],
+ "678": ["n03814639", "neck_brace"],
+ "679": ["n03814906", "necklace"],
+ "680": ["n03825788", "nipple"],
+ "681": ["n03832673", "notebook"],
+ "682": ["n03837869", "obelisk"],
+ "683": ["n03838899", "oboe"],
+ "684": ["n03840681", "ocarina"],
+ "685": ["n03841143", "odometer"],
+ "686": ["n03843555", "oil_filter"],
+ "687": ["n03854065", "organ"],
+ "688": ["n03857828", "oscilloscope"],
+ "689": ["n03866082", "overskirt"],
+ "690": ["n03868242", "oxcart"],
+ "691": ["n03868863", "oxygen_mask"],
+ "692": ["n03871628", "packet"],
+ "693": ["n03873416", "paddle"],
+ "694": ["n03874293", "paddlewheel"],
+ "695": ["n03874599", "padlock"],
+ "696": ["n03876231", "paintbrush"],
+ "697": ["n03877472", "pajama"],
+ "698": ["n03877845", "palace"],
+ "699": ["n03884397", "panpipe"],
+ "700": ["n03887697", "paper_towel"],
+ "701": ["n03888257", "parachute"],
+ "702": ["n03888605", "parallel_bars"],
+ "703": ["n03891251", "park_bench"],
+ "704": ["n03891332", "parking_meter"],
+ "705": ["n03895866", "passenger_car"],
+ "706": ["n03899768", "patio"],
+ "707": ["n03902125", "pay-phone"],
+ "708": ["n03903868", "pedestal"],
+ "709": ["n03908618", "pencil_box"],
+ "710": ["n03908714", "pencil_sharpener"],
+ "711": ["n03916031", "perfume"],
+ "712": ["n03920288", "Petri_dish"],
+ "713": ["n03924679", "photocopier"],
+ "714": ["n03929660", "pick"],
+ "715": ["n03929855", "pickelhaube"],
+ "716": ["n03930313", "picket_fence"],
+ "717": ["n03930630", "pickup"],
+ "718": ["n03933933", "pier"],
+ "719": ["n03935335", "piggy_bank"],
+ "720": ["n03937543", "pill_bottle"],
+ "721": ["n03938244", "pillow"],
+ "722": ["n03942813", "ping-pong_ball"],
+ "723": ["n03944341", "pinwheel"],
+ "724": ["n03947888", "pirate"],
+ "725": ["n03950228", "pitcher"],
+ "726": ["n03954731", "plane"],
+ "727": ["n03956157", "planetarium"],
+ "728": ["n03958227", "plastic_bag"],
+ "729": ["n03961711", "plate_rack"],
+ "730": ["n03967562", "plow"],
+ "731": ["n03970156", "plunger"],
+ "732": ["n03976467", "Polaroid_camera"],
+ "733": ["n03976657", "pole"],
+ "734": ["n03977966", "police_van"],
+ "735": ["n03980874", "poncho"],
+ "736": ["n03982430", "pool_table"],
+ "737": ["n03983396", "pop_bottle"],
+ "738": ["n03991062", "pot"],
+ "739": ["n03992509", "potter's_wheel"],
+ "740": ["n03995372", "power_drill"],
+ "741": ["n03998194", "prayer_rug"],
+ "742": ["n04004767", "printer"],
+ "743": ["n04005630", "prison"],
+ "744": ["n04008634", "projectile"],
+ "745": ["n04009552", "projector"],
+ "746": ["n04019541", "puck"],
+ "747": ["n04023962", "punching_bag"],
+ "748": ["n04026417", "purse"],
+ "749": ["n04033901", "quill"],
+ "750": ["n04033995", "quilt"],
+ "751": ["n04037443", "racer"],
+ "752": ["n04039381", "racket"],
+ "753": ["n04040759", "radiator"],
+ "754": ["n04041544", "radio"],
+ "755": ["n04044716", "radio_telescope"],
+ "756": ["n04049303", "rain_barrel"],
+ "757": ["n04065272", "recreational_vehicle"],
+ "758": ["n04067472", "reel"],
+ "759": ["n04069434", "reflex_camera"],
+ "760": ["n04070727", "refrigerator"],
+ "761": ["n04074963", "remote_control"],
+ "762": ["n04081281", "restaurant"],
+ "763": ["n04086273", "revolver"],
+ "764": ["n04090263", "rifle"],
+ "765": ["n04099969", "rocking_chair"],
+ "766": ["n04111531", "rotisserie"],
+ "767": ["n04116512", "rubber_eraser"],
+ "768": ["n04118538", "rugby_ball"],
+ "769": ["n04118776", "rule"],
+ "770": ["n04120489", "running_shoe"],
+ "771": ["n04125021", "safe"],
+ "772": ["n04127249", "safety_pin"],
+ "773": ["n04131690", "saltshaker"],
+ "774": ["n04133789", "sandal"],
+ "775": ["n04136333", "sarong"],
+ "776": ["n04141076", "sax"],
+ "777": ["n04141327", "scabbard"],
+ "778": ["n04141975", "scale"],
+ "779": ["n04146614", "school_bus"],
+ "780": ["n04147183", "schooner"],
+ "781": ["n04149813", "scoreboard"],
+ "782": ["n04152593", "screen"],
+ "783": ["n04153751", "screw"],
+ "784": ["n04154565", "screwdriver"],
+ "785": ["n04162706", "seat_belt"],
+ "786": ["n04179913", "sewing_machine"],
+ "787": ["n04192698", "shield"],
+ "788": ["n04200800", "shoe_shop"],
+ "789": ["n04201297", "shoji"],
+ "790": ["n04204238", "shopping_basket"],
+ "791": ["n04204347", "shopping_cart"],
+ "792": ["n04208210", "shovel"],
+ "793": ["n04209133", "shower_cap"],
+ "794": ["n04209239", "shower_curtain"],
+ "795": ["n04228054", "ski"],
+ "796": ["n04229816", "ski_mask"],
+ "797": ["n04235860", "sleeping_bag"],
+ "798": ["n04238763", "slide_rule"],
+ "799": ["n04239074", "sliding_door"],
+ "800": ["n04243546", "slot"],
+ "801": ["n04251144", "snorkel"],
+ "802": ["n04252077", "snowmobile"],
+ "803": ["n04252225", "snowplow"],
+ "804": ["n04254120", "soap_dispenser"],
+ "805": ["n04254680", "soccer_ball"],
+ "806": ["n04254777", "sock"],
+ "807": ["n04258138", "solar_dish"],
+ "808": ["n04259630", "sombrero"],
+ "809": ["n04263257", "soup_bowl"],
+ "810": ["n04264628", "space_bar"],
+ "811": ["n04265275", "space_heater"],
+ "812": ["n04266014", "space_shuttle"],
+ "813": ["n04270147", "spatula"],
+ "814": ["n04273569", "speedboat"],
+ "815": ["n04275548", "spider_web"],
+ "816": ["n04277352", "spindle"],
+ "817": ["n04285008", "sports_car"],
+ "818": ["n04286575", "spotlight"],
+ "819": ["n04296562", "stage"],
+ "820": ["n04310018", "steam_locomotive"],
+ "821": ["n04311004", "steel_arch_bridge"],
+ "822": ["n04311174", "steel_drum"],
+ "823": ["n04317175", "stethoscope"],
+ "824": ["n04325704", "stole"],
+ "825": ["n04326547", "stone_wall"],
+ "826": ["n04328186", "stopwatch"],
+ "827": ["n04330267", "stove"],
+ "828": ["n04332243", "strainer"],
+ "829": ["n04335435", "streetcar"],
+ "830": ["n04336792", "stretcher"],
+ "831": ["n04344873", "studio_couch"],
+ "832": ["n04346328", "stupa"],
+ "833": ["n04347754", "submarine"],
+ "834": ["n04350905", "suit"],
+ "835": ["n04355338", "sundial"],
+ "836": ["n04355933", "sunglass"],
+ "837": ["n04356056", "sunglasses"],
+ "838": ["n04357314", "sunscreen"],
+ "839": ["n04366367", "suspension_bridge"],
+ "840": ["n04367480", "swab"],
+ "841": ["n04370456", "sweatshirt"],
+ "842": ["n04371430", "swimming_trunks"],
+ "843": ["n04371774", "swing"],
+ "844": ["n04372370", "switch"],
+ "845": ["n04376876", "syringe"],
+ "846": ["n04380533", "table_lamp"],
+ "847": ["n04389033", "tank"],
+ "848": ["n04392985", "tape_player"],
+ "849": ["n04398044", "teapot"],
+ "850": ["n04399382", "teddy"],
+ "851": ["n04404412", "television"],
+ "852": ["n04409515", "tennis_ball"],
+ "853": ["n04417672", "thatch"],
+ "854": ["n04418357", "theater_curtain"],
+ "855": ["n04423845", "thimble"],
+ "856": ["n04428191", "thresher"],
+ "857": ["n04429376", "throne"],
+ "858": ["n04435653", "tile_roof"],
+ "859": ["n04442312", "toaster"],
+ "860": ["n04443257", "tobacco_shop"],
+ "861": ["n04447861", "toilet_seat"],
+ "862": ["n04456115", "torch"],
+ "863": ["n04458633", "totem_pole"],
+ "864": ["n04461696", "tow_truck"],
+ "865": ["n04462240", "toyshop"],
+ "866": ["n04465501", "tractor"],
+ "867": ["n04467665", "trailer_truck"],
+ "868": ["n04476259", "tray"],
+ "869": ["n04479046", "trench_coat"],
+ "870": ["n04482393", "tricycle"],
+ "871": ["n04483307", "trimaran"],
+ "872": ["n04485082", "tripod"],
+ "873": ["n04486054", "triumphal_arch"],
+ "874": ["n04487081", "trolleybus"],
+ "875": ["n04487394", "trombone"],
+ "876": ["n04493381", "tub"],
+ "877": ["n04501370", "turnstile"],
+ "878": ["n04505470", "typewriter_keyboard"],
+ "879": ["n04507155", "umbrella"],
+ "880": ["n04509417", "unicycle"],
+ "881": ["n04515003", "upright"],
+ "882": ["n04517823", "vacuum"],
+ "883": ["n04522168", "vase"],
+ "884": ["n04523525", "vault"],
+ "885": ["n04525038", "velvet"],
+ "886": ["n04525305", "vending_machine"],
+ "887": ["n04532106", "vestment"],
+ "888": ["n04532670", "viaduct"],
+ "889": ["n04536866", "violin"],
+ "890": ["n04540053", "volleyball"],
+ "891": ["n04542943", "waffle_iron"],
+ "892": ["n04548280", "wall_clock"],
+ "893": ["n04548362", "wallet"],
+ "894": ["n04550184", "wardrobe"],
+ "895": ["n04552348", "warplane"],
+ "896": ["n04553703", "washbasin"],
+ "897": ["n04554684", "washer"],
+ "898": ["n04557648", "water_bottle"],
+ "899": ["n04560804", "water_jug"],
+ "900": ["n04562935", "water_tower"],
+ "901": ["n04579145", "whiskey_jug"],
+ "902": ["n04579432", "whistle"],
+ "903": ["n04584207", "wig"],
+ "904": ["n04589890", "window_screen"],
+ "905": ["n04590129", "window_shade"],
+ "906": ["n04591157", "Windsor_tie"],
+ "907": ["n04591713", "wine_bottle"],
+ "908": ["n04592741", "wing"],
+ "909": ["n04596742", "wok"],
+ "910": ["n04597913", "wooden_spoon"],
+ "911": ["n04599235", "wool"],
+ "912": ["n04604644", "worm_fence"],
+ "913": ["n04606251", "wreck"],
+ "914": ["n04612504", "yawl"],
+ "915": ["n04613696", "yurt"],
+ "916": ["n06359193", "web_site"],
+ "917": ["n06596364", "comic_book"],
+ "918": ["n06785654", "crossword_puzzle"],
+ "919": ["n06794110", "street_sign"],
+ "920": ["n06874185", "traffic_light"],
+ "921": ["n07248320", "book_jacket"],
+ "922": ["n07565083", "menu"],
+ "923": ["n07579787", "plate"],
+ "924": ["n07583066", "guacamole"],
+ "925": ["n07584110", "consomme"],
+ "926": ["n07590611", "hot_pot"],
+ "927": ["n07613480", "trifle"],
+ "928": ["n07614500", "ice_cream"],
+ "929": ["n07615774", "ice_lolly"],
+ "930": ["n07684084", "French_loaf"],
+ "931": ["n07693725", "bagel"],
+ "932": ["n07695742", "pretzel"],
+ "933": ["n07697313", "cheeseburger"],
+ "934": ["n07697537", "hotdog"],
+ "935": ["n07711569", "mashed_potato"],
+ "936": ["n07714571", "head_cabbage"],
+ "937": ["n07714990", "broccoli"],
+ "938": ["n07715103", "cauliflower"],
+ "939": ["n07716358", "zucchini"],
+ "940": ["n07716906", "spaghetti_squash"],
+ "941": ["n07717410", "acorn_squash"],
+ "942": ["n07717556", "butternut_squash"],
+ "943": ["n07718472", "cucumber"],
+ "944": ["n07718747", "artichoke"],
+ "945": ["n07720875", "bell_pepper"],
+ "946": ["n07730033", "cardoon"],
+ "947": ["n07734744", "mushroom"],
+ "948": ["n07742313", "Granny_Smith"],
+ "949": ["n07745940", "strawberry"],
+ "950": ["n07747607", "orange"],
+ "951": ["n07749582", "lemon"],
+ "952": ["n07753113", "fig"],
+ "953": ["n07753275", "pineapple"],
+ "954": ["n07753592", "banana"],
+ "955": ["n07754684", "jackfruit"],
+ "956": ["n07760859", "custard_apple"],
+ "957": ["n07768694", "pomegranate"],
+ "958": ["n07802026", "hay"],
+ "959": ["n07831146", "carbonara"],
+ "960": ["n07836838", "chocolate_sauce"],
+ "961": ["n07860988", "dough"],
+ "962": ["n07871810", "meat_loaf"],
+ "963": ["n07873807", "pizza"],
+ "964": ["n07875152", "potpie"],
+ "965": ["n07880968", "burrito"],
+ "966": ["n07892512", "red_wine"],
+ "967": ["n07920052", "espresso"],
+ "968": ["n07930864", "cup"],
+ "969": ["n07932039", "eggnog"],
+ "970": ["n09193705", "alp"],
+ "971": ["n09229709", "bubble"],
+ "972": ["n09246464", "cliff"],
+ "973": ["n09256479", "coral_reef"],
+ "974": ["n09288635", "geyser"],
+ "975": ["n09332890", "lakeside"],
+ "976": ["n09399592", "promontory"],
+ "977": ["n09421951", "sandbar"],
+ "978": ["n09428293", "seashore"],
+ "979": ["n09468604", "valley"],
+ "980": ["n09472597", "volcano"],
+ "981": ["n09835506", "ballplayer"],
+ "982": ["n10148035", "groom"],
+ "983": ["n10565667", "scuba_diver"],
+ "984": ["n11879895", "rapeseed"],
+ "985": ["n11939491", "daisy"],
+ "986": ["n12057211", "yellow_lady's_slipper"],
+ "987": ["n12144580", "corn"],
+ "988": ["n12267677", "acorn"],
+ "989": ["n12620546", "hip"],
+ "990": ["n12768682", "buckeye"],
+ "991": ["n12985857", "coral_fungus"],
+ "992": ["n12998815", "agaric"],
+ "993": ["n13037406", "gyromitra"],
+ "994": ["n13040303", "stinkhorn"],
+ "995": ["n13044778", "earthstar"],
+ "996": ["n13052670", "hen-of-the-woods"],
+ "997": ["n13054560", "bolete"],
+ "998": ["n13133613", "ear"],
+ "999": ["n15075141", "toilet_tissue"]
+}
diff --git a/machine_learning/app/main.py b/machine_learning/app/main.py
new file mode 100644
index 0000000000..75576f75ab
--- /dev/null
+++ b/machine_learning/app/main.py
@@ -0,0 +1,51 @@
+from typing import Optional
+from pydantic import BaseModel
+import numpy as np
+from fastapi import FastAPI
+import tensorflow as tf
+from tensorflow.keras.applications import InceptionV3
+from tensorflow.keras.applications.inception_v3 import preprocess_input, decode_predictions
+from tensorflow.keras.preprocessing import image
+
+IMG_SIZE = 299
+PREDICTION_MODEL = InceptionV3(weights='imagenet')
+
+
+def warm_up():
+ img_path = f'./app/test.png'
+ img = image.load_img(img_path, target_size=(IMG_SIZE, IMG_SIZE))
+ x = image.img_to_array(img)
+ x = np.expand_dims(x, axis=0)
+ x = preprocess_input(x)
+ PREDICTION_MODEL.predict(x)
+
+
+# Warm up model
+warm_up()
+app = FastAPI()
+
+
+class TagImagePayload(BaseModel):
+ thumbnail_path: str
+
+
+@app.post("/tagImage")
+async def post_root(payload: TagImagePayload):
+ imagePath = payload.thumbnail_path
+
+ if imagePath[0] == '.':
+ imagePath = imagePath[2:]
+
+ img_path = f'./app/{imagePath}'
+ img = image.load_img(img_path, target_size=(IMG_SIZE, IMG_SIZE))
+ x = image.img_to_array(img)
+ x = np.expand_dims(x, axis=0)
+ x = preprocess_input(x)
+
+ preds = PREDICTION_MODEL.predict(x)
+ result = decode_predictions(preds, top=3)[0]
+ payload = []
+ for _, value, _ in result:
+ payload.append(value)
+
+ return payload
diff --git a/design/sc2.PNG b/machine_learning/app/test.png
similarity index 100%
rename from design/sc2.PNG
rename to machine_learning/app/test.png
diff --git a/machine_learning/requirements.txt b/machine_learning/requirements.txt
new file mode 100644
index 0000000000..d362ed6bf8
--- /dev/null
+++ b/machine_learning/requirements.txt
@@ -0,0 +1,6 @@
+fastapi>=0.68.0,<0.69.0
+pydantic>=1.8.0,<2.0.0
+uvicorn>=0.15.0,<0.16.0
+tensorflow==2.8.0
+numpy==1.22.2
+pillow==9.0.1
\ No newline at end of file
diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/Contents.json b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/Contents.json
index d36b1fab2d..176c6641bd 100644
--- a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/Contents.json
+++ b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/Contents.json
@@ -1,122 +1,158 @@
{
"images" : [
{
- "size" : "20x20",
+ "filename" : "immich-logo-1024-20@2x.png",
"idiom" : "iphone",
- "filename" : "Icon-App-20x20@2x.png",
- "scale" : "2x"
+ "scale" : "2x",
+ "size" : "20x20"
},
{
- "size" : "20x20",
+ "filename" : "immich-logo-1024-20@3x.png",
"idiom" : "iphone",
- "filename" : "Icon-App-20x20@3x.png",
- "scale" : "3x"
+ "scale" : "3x",
+ "size" : "20x20"
},
{
- "size" : "29x29",
+ "filename" : "immich-logo-1024-29.png",
"idiom" : "iphone",
- "filename" : "Icon-App-29x29@1x.png",
- "scale" : "1x"
+ "scale" : "1x",
+ "size" : "29x29"
},
{
- "size" : "29x29",
+ "filename" : "immich-logo-1024-29@2x.png",
"idiom" : "iphone",
- "filename" : "Icon-App-29x29@2x.png",
- "scale" : "2x"
+ "scale" : "2x",
+ "size" : "29x29"
},
{
- "size" : "29x29",
+ "filename" : "immich-logo-1024-29@3x.png",
"idiom" : "iphone",
- "filename" : "Icon-App-29x29@3x.png",
- "scale" : "3x"
+ "scale" : "3x",
+ "size" : "29x29"
},
{
- "size" : "40x40",
+ "filename" : "immich-logo-1024-40@2x.png",
"idiom" : "iphone",
- "filename" : "Icon-App-40x40@2x.png",
- "scale" : "2x"
+ "scale" : "2x",
+ "size" : "40x40"
},
{
- "size" : "40x40",
+ "filename" : "immich-logo-1024-40@3x.png",
"idiom" : "iphone",
- "filename" : "Icon-App-40x40@3x.png",
- "scale" : "3x"
+ "scale" : "3x",
+ "size" : "40x40"
},
{
- "size" : "60x60",
+ "filename" : "immich-logo-1024-60@2x.png",
"idiom" : "iphone",
- "filename" : "Icon-App-60x60@2x.png",
- "scale" : "2x"
+ "scale" : "2x",
+ "size" : "60x60"
},
{
- "size" : "60x60",
+ "filename" : "immich-logo-1024-60@3x.png",
"idiom" : "iphone",
- "filename" : "Icon-App-60x60@3x.png",
- "scale" : "3x"
+ "scale" : "3x",
+ "size" : "60x60"
},
{
- "size" : "20x20",
- "idiom" : "ipad",
"filename" : "Icon-App-20x20@1x.png",
- "scale" : "1x"
+ "idiom" : "ipad",
+ "scale" : "1x",
+ "size" : "20x20"
},
{
- "size" : "20x20",
- "idiom" : "ipad",
"filename" : "Icon-App-20x20@2x.png",
- "scale" : "2x"
+ "idiom" : "ipad",
+ "scale" : "2x",
+ "size" : "20x20"
},
{
- "size" : "29x29",
- "idiom" : "ipad",
"filename" : "Icon-App-29x29@1x.png",
- "scale" : "1x"
+ "idiom" : "ipad",
+ "scale" : "1x",
+ "size" : "29x29"
},
{
- "size" : "29x29",
- "idiom" : "ipad",
"filename" : "Icon-App-29x29@2x.png",
- "scale" : "2x"
+ "idiom" : "ipad",
+ "scale" : "2x",
+ "size" : "29x29"
},
{
- "size" : "40x40",
- "idiom" : "ipad",
"filename" : "Icon-App-40x40@1x.png",
- "scale" : "1x"
+ "idiom" : "ipad",
+ "scale" : "1x",
+ "size" : "40x40"
},
{
- "size" : "40x40",
- "idiom" : "ipad",
"filename" : "Icon-App-40x40@2x.png",
- "scale" : "2x"
+ "idiom" : "ipad",
+ "scale" : "2x",
+ "size" : "40x40"
},
{
- "size" : "76x76",
- "idiom" : "ipad",
"filename" : "Icon-App-76x76@1x.png",
- "scale" : "1x"
+ "idiom" : "ipad",
+ "scale" : "1x",
+ "size" : "76x76"
},
{
- "size" : "76x76",
- "idiom" : "ipad",
"filename" : "Icon-App-76x76@2x.png",
- "scale" : "2x"
- },
- {
- "size" : "83.5x83.5",
"idiom" : "ipad",
- "filename" : "Icon-App-83.5x83.5@2x.png",
- "scale" : "2x"
+ "scale" : "2x",
+ "size" : "76x76"
+ },
+ {
+ "filename" : "Icon-App-83.5x83.5@2x.png",
+ "idiom" : "ipad",
+ "scale" : "2x",
+ "size" : "83.5x83.5"
},
{
- "size" : "1024x1024",
- "idiom" : "ios-marketing",
"filename" : "Icon-App-1024x1024@1x.png",
- "scale" : "1x"
+ "idiom" : "ios-marketing",
+ "scale" : "1x",
+ "size" : "1024x1024"
+ },
+ {
+ "filename" : "immich-logo-1024-20.png",
+ "idiom" : "universal",
+ "scale" : "1x",
+ "size" : "20x20"
+ },
+ {
+ "filename" : "immich-logo-1024-40.png",
+ "idiom" : "universal",
+ "scale" : "1x",
+ "size" : "40x40"
+ },
+ {
+ "filename" : "immich-logo-1024-76.png",
+ "idiom" : "universal",
+ "scale" : "1x",
+ "size" : "76x76"
+ },
+ {
+ "filename" : "immich-logo-1024-76@2x.png",
+ "idiom" : "universal",
+ "scale" : "2x",
+ "size" : "76x76"
+ },
+ {
+ "filename" : "immich-logo-1024-83.5@2x.png",
+ "idiom" : "universal",
+ "scale" : "2x",
+ "size" : "83.5x83.5"
+ },
+ {
+ "filename" : "immich-logo-1024-1024.png",
+ "idiom" : "universal",
+ "scale" : "1x",
+ "size" : "1024x1024"
}
],
"info" : {
- "version" : 1,
- "author" : "xcode"
+ "author" : "xcode",
+ "version" : 1
}
}
diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/Icon-App-20x20@3x.png b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/Icon-App-20x20@3x.png
deleted file mode 100644
index 398fa7f007..0000000000
Binary files a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/Icon-App-20x20@3x.png and /dev/null differ
diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/Icon-App-29x29@3x.png b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/Icon-App-29x29@3x.png
deleted file mode 100644
index a028809560..0000000000
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diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/Icon-App-40x40@3x.png b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/Icon-App-40x40@3x.png
deleted file mode 100644
index 28bda97fad..0000000000
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diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/Icon-App-60x60@2x.png b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/Icon-App-60x60@2x.png
deleted file mode 100644
index 28bda97fad..0000000000
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diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/Icon-App-60x60@3x.png b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/Icon-App-60x60@3x.png
deleted file mode 100644
index cae6292f01..0000000000
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diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-1024.png b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-1024.png
new file mode 100644
index 0000000000..654ccf2955
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diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-20.png b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-20.png
new file mode 100644
index 0000000000..3a25847eaa
Binary files /dev/null and b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-20.png differ
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diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-29.png b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-29.png
new file mode 100644
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new file mode 100644
index 0000000000..b6c19bd1fb
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diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-40.png b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-40.png
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new file mode 100644
index 0000000000..a78f3c3fe0
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diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-40@3x.png b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-40@3x.png
new file mode 100644
index 0000000000..05e0812b47
Binary files /dev/null and b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-40@3x.png differ
diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-60@2x.png b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-60@2x.png
new file mode 100644
index 0000000000..05e0812b47
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diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-60@3x.png b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-60@3x.png
new file mode 100644
index 0000000000..a19380bff8
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diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-76.png b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-76.png
new file mode 100644
index 0000000000..9685050641
Binary files /dev/null and b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-76.png differ
diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-76@2x.png b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-76@2x.png
new file mode 100644
index 0000000000..608116d3a6
Binary files /dev/null and b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-76@2x.png differ
diff --git a/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-83.5@2x.png b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-83.5@2x.png
new file mode 100644
index 0000000000..58dfab69a9
Binary files /dev/null and b/mobile/ios/Runner/Assets.xcassets/AppIcon.appiconset/immich-logo-1024-83.5@2x.png differ
diff --git a/server/entrypoint.sh b/server/entrypoint.sh
new file mode 100644
index 0000000000..cd13d4545a
--- /dev/null
+++ b/server/entrypoint.sh
@@ -0,0 +1,2 @@
+# npm run typeorm migration:run
+npm run start:dev
\ No newline at end of file
diff --git a/server/package-lock.json b/server/package-lock.json
index a905c7db8b..f28af05fc0 100644
--- a/server/package-lock.json
+++ b/server/package-lock.json
@@ -1,10537 +1,8 @@
{
"name": "immich",
"version": "0.0.1",
- "lockfileVersion": 2,
+ "lockfileVersion": 1,
"requires": true,
- "packages": {
- "": {
- "name": "immich",
- "version": "0.0.1",
- "license": "UNLICENSED",
- "dependencies": {
- "@nestjs/bull": "^0.4.2",
- "@nestjs/common": "^8.0.0",
- "@nestjs/config": "^1.1.6",
- "@nestjs/core": "^8.0.0",
- "@nestjs/jwt": "^8.0.0",
- "@nestjs/mapped-types": "*",
- "@nestjs/passport": "^8.1.0",
- "@nestjs/platform-express": "^8.0.0",
- "@nestjs/platform-fastify": "^8.2.6",
- "@nestjs/platform-socket.io": "^8.2.6",
- "@nestjs/typeorm": "^8.0.3",
- "@nestjs/websockets": "^8.2.6",
- "@socket.io/redis-adapter": "^7.1.0",
- "bcrypt": "^5.0.1",
- "bull": "^4.4.0",
- "class-transformer": "^0.5.1",
- "class-validator": "^0.13.2",
- "dotenv": "^14.2.0",
- "exifr": "^7.1.3",
- "fluent-ffmpeg": "^2.1.2",
- "joi": "^17.5.0",
- "lodash": "^4.17.21",
- "passport": "^0.5.2",
- "passport-jwt": "^4.0.0",
- "pg": "^8.7.1",
- "reflect-metadata": "^0.1.13",
- "rimraf": "^3.0.2",
- "rxjs": "^7.2.0",
- "sharp": "0.28",
- "socket.io-redis": "^6.1.1",
- "systeminformation": "^5.11.0",
- "typeorm": "^0.2.41"
- },
- "devDependencies": {
- "@nestjs/cli": "^8.0.0",
- "@nestjs/schematics": "^8.0.0",
- "@nestjs/testing": "^8.0.0",
- "@types/bcrypt": "^5.0.0",
- "@types/bull": "^3.15.7",
- "@types/express": "^4.17.13",
- "@types/fluent-ffmpeg": "^2.1.20",
- "@types/imagemin": "^8.0.0",
- "@types/jest": "27.0.2",
- "@types/lodash": "^4.14.178",
- "@types/multer": "^1.4.7",
- "@types/node": "^16.0.0",
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- "@types/sharp": "^0.29.5",
- "@types/supertest": "^2.0.11",
- "@typescript-eslint/eslint-plugin": "^5.0.0",
- "@typescript-eslint/parser": "^5.0.0",
- "eslint": "^8.0.1",
- "eslint-config-prettier": "^8.3.0",
- "eslint-plugin-prettier": "^4.0.0",
- "jest": "^27.2.5",
- "prettier": "^2.3.2",
- "source-map-support": "^0.5.20",
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- "dev": true,
- "dependencies": {
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- },
- "engines": {
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- }
- },
- "node_modules/@angular-devkit/core": {
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- "funding": {
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- "requires": {}
+ "integrity": "sha512-6iCR0wVrro6OOHFsyavV+i6KYL4lVNyYAB9RD18w66xSzN+d8b66HiwuP30Gp1SH5O9T82fckkzsRjlrhD0ioQ=="
},
"pg-protocol": {
"version": "1.5.0",
@@ -17533,14 +7004,6 @@
"resolved": "https://registry.npmjs.org/streamsearch/-/streamsearch-0.1.2.tgz",
"integrity": "sha1-gIudDlb8Jz2Am6VzOOkpkZoanxo="
},
- "string_decoder": {
- "version": "1.3.0",
- "resolved": "https://registry.npmjs.org/string_decoder/-/string_decoder-1.3.0.tgz",
- "integrity": "sha512-hkRX8U1WjJFd8LsDJ2yQ/wWWxaopEsABU1XfkM8A+j0+85JAGppt16cr1Whg6KIbb4okU6Mql6BOj+uup/wKeA==",
- "requires": {
- "safe-buffer": "~5.2.0"
- }
- },
"string-length": {
"version": "4.0.2",
"resolved": "https://registry.npmjs.org/string-length/-/string-length-4.0.2.tgz",
@@ -17566,6 +7029,14 @@
"strip-ansi": "^6.0.1"
}
},
+ "string_decoder": {
+ "version": "1.3.0",
+ "resolved": "https://registry.npmjs.org/string_decoder/-/string_decoder-1.3.0.tgz",
+ "integrity": "sha512-hkRX8U1WjJFd8LsDJ2yQ/wWWxaopEsABU1XfkM8A+j0+85JAGppt16cr1Whg6KIbb4okU6Mql6BOj+uup/wKeA==",
+ "requires": {
+ "safe-buffer": "~5.2.0"
+ }
+ },
"strip-ansi": {
"version": "6.0.1",
"resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz",
@@ -18402,8 +7873,7 @@
"version": "7.5.7",
"resolved": "https://registry.npmjs.org/ws/-/ws-7.5.7.tgz",
"integrity": "sha512-KMvVuFzpKBuiIXW3E4u3mySRO2/mCHSyZDJQM5NQ9Q9KHWHWh0NHgfbRMLLrceUK5qAL4ytALJbpRMjixFZh8A==",
- "dev": true,
- "requires": {}
+ "dev": true
},
"xml-name-validator": {
"version": "3.0.0",
diff --git a/server/package.json b/server/package.json
index ef97eae230..2e98eaf848 100644
--- a/server/package.json
+++ b/server/package.json
@@ -18,7 +18,8 @@
"test:watch": "jest --watch",
"test:cov": "jest --coverage",
"test:debug": "node --inspect-brk -r tsconfig-paths/register -r ts-node/register node_modules/.bin/jest --runInBand",
- "test:e2e": "jest --config ./test/jest-e2e.json"
+ "test:e2e": "jest --config ./test/jest-e2e.json",
+ "typeorm": "node --require ts-node/register ./node_modules/typeorm/cli.js"
},
"dependencies": {
"@nestjs/bull": "^0.4.2",
@@ -34,6 +35,7 @@
"@nestjs/typeorm": "^8.0.3",
"@nestjs/websockets": "^8.2.6",
"@socket.io/redis-adapter": "^7.1.0",
+ "axios": "^0.26.0",
"bcrypt": "^5.0.1",
"bull": "^4.4.0",
"class-transformer": "^0.5.1",
@@ -46,10 +48,12 @@
"passport": "^0.5.2",
"passport-jwt": "^4.0.0",
"pg": "^8.7.1",
+ "redis": "^3.1.2",
"reflect-metadata": "^0.1.13",
"rimraf": "^3.0.2",
"rxjs": "^7.2.0",
"sharp": "0.28",
+ "socket.io-redis": "^6.1.1",
"systeminformation": "^5.11.0",
"typeorm": "^0.2.41"
},
diff --git a/server/src/api-v1/asset/entities/asset.entity.ts b/server/src/api-v1/asset/entities/asset.entity.ts
index 8fd1be779d..e7461ef7fa 100644
--- a/server/src/api-v1/asset/entities/asset.entity.ts
+++ b/server/src/api-v1/asset/entities/asset.entity.ts
@@ -1,5 +1,6 @@
import { Column, Entity, JoinColumn, OneToOne, PrimaryColumn, PrimaryGeneratedColumn, Unique } from 'typeorm';
import { ExifEntity } from './exif.entity';
+import { SmartInfoEntity } from './smart-info.entity';
@Entity('assets')
@Unique(['deviceAssetId', 'userId', 'deviceId'])
@@ -42,6 +43,9 @@ export class AssetEntity {
@OneToOne(() => ExifEntity, (exifEntity) => exifEntity.asset)
exifInfo: ExifEntity;
+
+ @OneToOne(() => SmartInfoEntity, (smartInfoEntity) => smartInfoEntity.asset)
+ smartInfo: SmartInfoEntity;
}
export enum AssetType {
diff --git a/server/src/api-v1/asset/entities/smart-info.entity.ts b/server/src/api-v1/asset/entities/smart-info.entity.ts
new file mode 100644
index 0000000000..8051095131
--- /dev/null
+++ b/server/src/api-v1/asset/entities/smart-info.entity.ts
@@ -0,0 +1,19 @@
+import { Column, Entity, Index, JoinColumn, OneToOne, PrimaryGeneratedColumn } from 'typeorm';
+import { AssetEntity } from './asset.entity';
+
+@Entity('smart_info')
+export class SmartInfoEntity {
+ @PrimaryGeneratedColumn()
+ id: string;
+
+ @Index({ unique: true })
+ @Column({ type: 'uuid' })
+ assetId: string;
+
+ @Column({ type: 'text', array: true, nullable: true })
+ tags: string[];
+
+ @OneToOne(() => AssetEntity, { onDelete: 'CASCADE', nullable: true })
+ @JoinColumn({ name: 'assetId', referencedColumnName: 'id' })
+ asset: SmartInfoEntity;
+}
diff --git a/server/src/config/database.config.ts b/server/src/config/database.config.ts
index 20621d618d..71c94064cc 100644
--- a/server/src/config/database.config.ts
+++ b/server/src/config/database.config.ts
@@ -1,12 +1,11 @@
import { TypeOrmModuleOptions } from '@nestjs/typeorm';
-import dotenv from 'dotenv';
+// import dotenv from 'dotenv';
-const result = dotenv.config();
-
-if (result.error) {
- console.log(result.error);
-}
+// const result = dotenv.config();
+// if (result.error) {
+// console.log(result.error);
+// }
export const databaseConfig: TypeOrmModuleOptions = {
type: 'postgres',
host: 'immich_postgres',
@@ -15,13 +14,10 @@ export const databaseConfig: TypeOrmModuleOptions = {
password: process.env.DB_PASSWORD,
database: process.env.DB_DATABASE_NAME,
entities: [__dirname + '/../**/*.entity.{js,ts}'],
- synchronize: true,
- // logging: true,
- // logger: 'advanced-console',
- // ssl: process.env.NODE_ENV == 'production',
- // extra: {
- // ssl: {
- // rejectUnauthorized: false,
- // },
- // },
+ synchronize: false,
+ migrations: [__dirname + '/../migration/*.js'],
+ cli: {
+ migrationsDir: __dirname + '/../migration',
+ },
+ migrationsRun: true,
};
diff --git a/server/src/middlewares/redis-io.adapter.middleware.ts b/server/src/middlewares/redis-io.adapter.middleware.ts
index e31fed830b..64447b76ed 100644
--- a/server/src/middlewares/redis-io.adapter.middleware.ts
+++ b/server/src/middlewares/redis-io.adapter.middleware.ts
@@ -1,15 +1,23 @@
import { IoAdapter } from '@nestjs/platform-socket.io';
-import { RedisClient, createClient } from 'redis';
+import { RedisClient } from 'redis';
import { ServerOptions } from 'socket.io';
-import { createAdapter } from '@socket.io/redis-adapter';
+import { createAdapter } from 'socket.io-redis';
+
+// const pubClient = createClient({ url: 'redis://immich_redis:6379' });
+// const subClient = pubClient.duplicate();
+
+const pubClient = new RedisClient({
+ port: 6379,
+ host: 'immich_redis',
+});
-const pubClient = createClient({ url: 'redis://immich_redis:6379' });
const subClient = pubClient.duplicate();
+const redisAdapter = createAdapter({ pubClient, subClient });
export class RedisIoAdapter extends IoAdapter {
createIOServer(port: number, options?: ServerOptions): any {
const server = super.createIOServer(port, options);
- server.adapter(createAdapter(pubClient, subClient));
+ server.adapter(redisAdapter);
return server;
}
}
diff --git a/server/src/migration/1645130759468-CreateUserTable.ts b/server/src/migration/1645130759468-CreateUserTable.ts
new file mode 100644
index 0000000000..6e3d427dd2
--- /dev/null
+++ b/server/src/migration/1645130759468-CreateUserTable.ts
@@ -0,0 +1,22 @@
+import { MigrationInterface, QueryRunner } from 'typeorm';
+
+export class CreateUserTable1645130759468 implements MigrationInterface {
+ public async up(queryRunner: QueryRunner): Promise<void> {
+ await queryRunner.query(`
+ create table if not exists users
+ (
+ id uuid default uuid_generate_v4() not null
+ constraint "PK_a3ffb1c0c8416b9fc6f907b7433"
+ primary key,
+ email varchar not null,
+ password varchar not null,
+ salt varchar not null,
+ "createdAt" timestamp default now() not null
+ );
+ `);
+ }
+
+ public async down(queryRunner: QueryRunner): Promise<void> {
+ await queryRunner.query(`drop table users`);
+ }
+}
diff --git a/server/src/migration/1645130777674-CreateDeviceInfoTable.ts b/server/src/migration/1645130777674-CreateDeviceInfoTable.ts
new file mode 100644
index 0000000000..bf53d7910b
--- /dev/null
+++ b/server/src/migration/1645130777674-CreateDeviceInfoTable.ts
@@ -0,0 +1,26 @@
+import { MigrationInterface, QueryRunner } from 'typeorm';
+
+export class CreateDeviceInfoTable1645130777674 implements MigrationInterface {
+ public async up(queryRunner: QueryRunner): Promise<void> {
+ await queryRunner.query(`
+ create table if not exists device_info
+ (
+ id serial
+ constraint "PK_b1c15a80b0a4e5f4eebadbdd92c"
+ primary key,
+ "userId" varchar not null,
+ "deviceId" varchar not null,
+ "deviceType" varchar not null,
+ "notificationToken" varchar,
+ "createdAt" timestamp default now() not null,
+ "isAutoBackup" boolean default false not null,
+ constraint "UQ_ebad78f36b10d15fbea8560e107"
+ unique ("userId", "deviceId")
+ );
+ `);
+ }
+
+ public async down(queryRunner: QueryRunner): Promise<void> {
+ await queryRunner.query(`drop table device_info`);
+ }
+}
diff --git a/server/src/migration/1645130805273-CreateAssetsTable.ts b/server/src/migration/1645130805273-CreateAssetsTable.ts
new file mode 100644
index 0000000000..82727e18a5
--- /dev/null
+++ b/server/src/migration/1645130805273-CreateAssetsTable.ts
@@ -0,0 +1,31 @@
+import { MigrationInterface, QueryRunner } from 'typeorm';
+
+export class CreateAssetsTable1645130805273 implements MigrationInterface {
+ public async up(queryRunner: QueryRunner): Promise<void> {
+ await queryRunner.query(`
+ create table if not exists assets
+ (
+ id uuid default uuid_generate_v4() not null
+ constraint "PK_da96729a8b113377cfb6a62439c"
+ primary key,
+ "deviceAssetId" varchar not null,
+ "userId" varchar not null,
+ "deviceId" varchar not null,
+ type varchar not null,
+ "originalPath" varchar not null,
+ "resizePath" varchar,
+ "createdAt" varchar not null,
+ "modifiedAt" varchar not null,
+ "isFavorite" boolean default false not null,
+ "mimeType" varchar,
+ duration varchar,
+ constraint "UQ_b599ab0bd9574958acb0b30a90e"
+ unique ("deviceAssetId", "userId", "deviceId")
+ );
+ `);
+ }
+
+ public async down(queryRunner: QueryRunner): Promise<void> {
+ await queryRunner.query(`drop table assets`);
+ }
+}
diff --git a/server/src/migration/1645130817965-CreateExifTable.ts b/server/src/migration/1645130817965-CreateExifTable.ts
new file mode 100644
index 0000000000..af46b86507
--- /dev/null
+++ b/server/src/migration/1645130817965-CreateExifTable.ts
@@ -0,0 +1,42 @@
+import { MigrationInterface, QueryRunner } from 'typeorm';
+
+export class CreateExifTable1645130817965 implements MigrationInterface {
+ public async up(queryRunner: QueryRunner): Promise<void> {
+ await queryRunner.query(`
+ create table if not exists exif
+ (
+ id serial
+ constraint "PK_28663352d85078ad0046dafafaa"
+ primary key,
+ "assetId" uuid not null
+ constraint "REL_c0117fdbc50b917ef9067740c4"
+ unique
+ constraint "FK_c0117fdbc50b917ef9067740c44"
+ references assets
+ on delete cascade,
+ make varchar,
+ model varchar,
+ "imageName" varchar,
+ "exifImageWidth" integer,
+ "exifImageHeight" integer,
+ "fileSizeInByte" integer,
+ orientation varchar,
+ "dateTimeOriginal" timestamp with time zone,
+ "modifyDate" timestamp with time zone,
+ "lensModel" varchar,
+ "fNumber" double precision,
+ "focalLength" double precision,
+ iso integer,
+ "exposureTime" double precision,
+ latitude double precision,
+ longitude double precision
+ );
+
+ create unique index if not exists "IDX_c0117fdbc50b917ef9067740c4" on exif ("assetId");
+ `);
+ }
+
+ public async down(queryRunner: QueryRunner): Promise<void> {
+ await queryRunner.query(`drop table exif`);
+ }
+}
diff --git a/server/src/migration/1645130870184-CreateSmartInfoTable.ts b/server/src/migration/1645130870184-CreateSmartInfoTable.ts
new file mode 100644
index 0000000000..9c81f6099a
--- /dev/null
+++ b/server/src/migration/1645130870184-CreateSmartInfoTable.ts
@@ -0,0 +1,30 @@
+import { MigrationInterface, QueryRunner } from 'typeorm';
+
+export class CreateSmartInfoTable1645130870184 implements MigrationInterface {
+ public async up(queryRunner: QueryRunner): Promise<void> {
+ await queryRunner.query(`
+ create table if not exists smart_info
+ (
+ id serial
+ constraint "PK_0beace66440e9713f5c40470e46"
+ primary key,
+ "assetId" uuid not null
+ constraint "UQ_5e3753aadd956110bf3ec0244ac"
+ unique
+ constraint "FK_5e3753aadd956110bf3ec0244ac"
+ references assets
+ on delete cascade,
+ tags text[]
+ );
+
+ create unique index if not exists "IDX_5e3753aadd956110bf3ec0244a"
+ on smart_info ("assetId");
+ `);
+ }
+
+ public async down(queryRunner: QueryRunner): Promise<void> {
+ await queryRunner.query(`
+ drop table smart_info;
+ `);
+ }
+}
diff --git a/server/src/modules/background-task/background-task.module.ts b/server/src/modules/background-task/background-task.module.ts
index 3bd2e419a9..b610ebf9e3 100644
--- a/server/src/modules/background-task/background-task.module.ts
+++ b/server/src/modules/background-task/background-task.module.ts
@@ -3,6 +3,7 @@ import { Module } from '@nestjs/common';
import { TypeOrmModule } from '@nestjs/typeorm';
import { AssetEntity } from '../../api-v1/asset/entities/asset.entity';
import { ExifEntity } from '../../api-v1/asset/entities/exif.entity';
+import { SmartInfoEntity } from '../../api-v1/asset/entities/smart-info.entity';
import { BackgroundTaskProcessor } from './background-task.processor';
import { BackgroundTaskService } from './background-task.service';
@@ -16,7 +17,7 @@ import { BackgroundTaskService } from './background-task.service';
removeOnFail: false,
},
}),
- TypeOrmModule.forFeature([AssetEntity, ExifEntity]),
+ TypeOrmModule.forFeature([AssetEntity, ExifEntity, SmartInfoEntity]),
],
providers: [BackgroundTaskService, BackgroundTaskProcessor],
exports: [BackgroundTaskService],
diff --git a/server/src/modules/background-task/background-task.processor.ts b/server/src/modules/background-task/background-task.processor.ts
index 7dcf097432..8325f30a7d 100644
--- a/server/src/modules/background-task/background-task.processor.ts
+++ b/server/src/modules/background-task/background-task.processor.ts
@@ -9,6 +9,8 @@ import { readFile } from 'fs/promises';
import fs from 'fs';
import { Logger } from '@nestjs/common';
import { ExifEntity } from '../../api-v1/asset/entities/exif.entity';
+import axios from 'axios';
+import { SmartInfoEntity } from '../../api-v1/asset/entities/smart-info.entity';
@Processor('background-task')
export class BackgroundTaskProcessor {
@@ -16,6 +18,9 @@ export class BackgroundTaskProcessor {
@InjectRepository(AssetEntity)
private assetRepository: Repository<AssetEntity>,
+ @InjectRepository(SmartInfoEntity)
+ private smartInfoRepository: Repository<SmartInfoEntity>,
+
@InjectRepository(ExifEntity)
private exifRepository: Repository<ExifEntity>,
@@ -76,4 +81,18 @@ export class BackgroundTaskProcessor {
});
});
}
+
+ @Process('tag-image')
+ async tagImage(job) {
+ const { thumbnailPath, asset }: { thumbnailPath: string; asset: AssetEntity } = job.data;
+ const res = await axios.post('http://immich_tf_fastapi:8000/tagImage', { thumbnail_path: thumbnailPath });
+
+ if (res.status == 200) {
+ const smartInfo = new SmartInfoEntity();
+ smartInfo.assetId = asset.id;
+ smartInfo.tags = [...res.data];
+
+ this.smartInfoRepository.save(smartInfo);
+ }
+ }
}
diff --git a/server/src/modules/background-task/background-task.service.ts b/server/src/modules/background-task/background-task.service.ts
index 9a6da718ba..6ab54ac0cb 100644
--- a/server/src/modules/background-task/background-task.service.ts
+++ b/server/src/modules/background-task/background-task.service.ts
@@ -32,4 +32,15 @@ export class BackgroundTaskService {
{ jobId: randomUUID() },
);
}
+
+ async tagImage(thumbnailPath: string, asset: AssetEntity) {
+ await this.backgroundTaskQueue.add(
+ 'tag-image',
+ {
+ thumbnailPath,
+ asset,
+ },
+ { jobId: randomUUID() },
+ );
+ }
}
diff --git a/server/src/modules/image-optimize/image-optimize.module.ts b/server/src/modules/image-optimize/image-optimize.module.ts
index d92e8c2032..89e9cc739d 100644
--- a/server/src/modules/image-optimize/image-optimize.module.ts
+++ b/server/src/modules/image-optimize/image-optimize.module.ts
@@ -1,20 +1,17 @@
import { BullModule } from '@nestjs/bull';
import { Module } from '@nestjs/common';
import { TypeOrmModule } from '@nestjs/typeorm';
-import { join } from 'path';
-import { AssetModule } from '../../api-v1/asset/asset.module';
-import { AssetService } from '../../api-v1/asset/asset.service';
import { AssetEntity } from '../../api-v1/asset/entities/asset.entity';
-import { CommunicationGateway } from '../../api-v1/communication/communication.gateway';
import { CommunicationModule } from '../../api-v1/communication/communication.module';
-import { UserEntity } from '../../api-v1/user/entities/user.entity';
-import { ImmichJwtModule } from '../immich-jwt/immich-jwt.module';
+import { BackgroundTaskModule } from '../background-task/background-task.module';
+import { BackgroundTaskService } from '../background-task/background-task.service';
import { ImageOptimizeProcessor } from './image-optimize.processor';
import { AssetOptimizeService } from './image-optimize.service';
@Module({
imports: [
CommunicationModule,
+ BackgroundTaskModule,
BullModule.registerQueue({
name: 'optimize',
defaultJobOptions: {
@@ -23,10 +20,17 @@ import { AssetOptimizeService } from './image-optimize.service';
removeOnFail: false,
},
}),
-
+ BullModule.registerQueue({
+ name: 'background-task',
+ defaultJobOptions: {
+ attempts: 3,
+ removeOnComplete: true,
+ removeOnFail: false,
+ },
+ }),
TypeOrmModule.forFeature([AssetEntity]),
],
- providers: [AssetOptimizeService, ImageOptimizeProcessor],
+ providers: [AssetOptimizeService, ImageOptimizeProcessor, BackgroundTaskService],
exports: [AssetOptimizeService],
})
export class ImageOptimizeModule {}
diff --git a/server/src/modules/image-optimize/image-optimize.processor.ts b/server/src/modules/image-optimize/image-optimize.processor.ts
index 1e1faa4018..50f826c829 100644
--- a/server/src/modules/image-optimize/image-optimize.processor.ts
+++ b/server/src/modules/image-optimize/image-optimize.processor.ts
@@ -11,6 +11,7 @@ import { APP_UPLOAD_LOCATION } from '../../constants/upload_location.constant';
import { WebSocketServer } from '@nestjs/websockets';
import { Socket, Server as SocketIoServer } from 'socket.io';
import { CommunicationGateway } from '../../api-v1/communication/communication.gateway';
+import { BackgroundTaskService } from '../background-task/background-task.service';
@Processor('optimize')
export class ImageOptimizeProcessor {
@@ -18,6 +19,8 @@ export class ImageOptimizeProcessor {
private wsCommunicateionGateway: CommunicationGateway,
@InjectRepository(AssetEntity)
private assetRepository: Repository<AssetEntity>,
+
+ private backgroundTaskService: BackgroundTaskService,
) {}
@Process('resize-image')
@@ -58,11 +61,15 @@ export class ImageOptimizeProcessor {
}
const res = await this.assetRepository.update(savedAsset, { resizePath: desitnation });
+
if (res.affected) {
this.wsCommunicateionGateway.server
.to(savedAsset.userId)
.emit('on_upload_success', JSON.stringify(savedAsset));
}
+
+ // Tag Image
+ this.backgroundTaskService.tagImage(desitnation, savedAsset);
});
} else {
sharp(data)
@@ -79,6 +86,9 @@ export class ImageOptimizeProcessor {
.to(savedAsset.userId)
.emit('on_upload_success', JSON.stringify(savedAsset));
}
+
+ // Tag Image
+ this.backgroundTaskService.tagImage(resizePath, savedAsset);
});
}
});
@@ -107,12 +117,18 @@ export class ImageOptimizeProcessor {
filename: `${filename}.png`,
})
.on('end', async (a) => {
+ const thumbnailPath = `${resizeDir}/${filename}.png`;
+
const res = await this.assetRepository.update(savedAsset, { resizePath: `${resizeDir}/${filename}.png` });
+
if (res.affected) {
this.wsCommunicateionGateway.server
.to(savedAsset.userId)
.emit('on_upload_success', JSON.stringify(savedAsset));
}
+
+ // Tag Image
+ this.backgroundTaskService.tagImage(thumbnailPath, savedAsset);
});
return 'ok';