From 31211d12eca966dd24362ef8b6aeaea39f72e57d Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Mon, 15 May 2023 13:11:37 +0100 Subject: [PATCH 01/21] Added AOF file for persistence. --- .gitignore | 3 +++ README.md | 2 ++ docker-compose.yml | 4 ++++ 3 files changed, 9 insertions(+) diff --git a/.gitignore b/.gitignore index 7a6de0f..a26efdf 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,6 @@ +# Redis data +redisdata/ + # Byte-compiled / optimized / DLL files __pycache__/ *.py[cod] diff --git a/README.md b/README.md index ad2a28a..6d38d51 100644 --- a/README.md +++ b/README.md @@ -43,6 +43,8 @@ When you're done with the Docker container, stop it like this: docker-compose down ``` +Your data is saved in a [Redis Append Only File](https://redis.io/docs/management/persistence/) in the `redisdata` folder. Redis Stack will reload the dataset from this file when you restart the container. + With the container running, you can access the [Redis CLI](https://redis.io/docs/ui/cli/) using this command: ``` diff --git a/docker-compose.yml b/docker-compose.yml index 461f4b1..266d4ad 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -6,6 +6,10 @@ services: ports: - 6379:6379 - 8001:8001 + volumes: + - ./redisdata:/data + environment: + - REDIS_ARGS=--appendonly yes deploy: replicas: 1 restart_policy: From b832d408a0a1be07efdbf7e18cc44bf37cf18714 Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Mon, 15 May 2023 14:04:21 +0100 Subject: [PATCH 02/21] Added lux data display. --- server/app.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/server/app.py b/server/app.py index 83ce974..85efe8b 100644 --- a/server/app.py +++ b/server/app.py @@ -9,9 +9,11 @@ IMAGE_DATA_FIELD_NAME = "image_data" IMAGE_MIME_TYPE_FIELD_NAME = "mime_type" IMAGE_TIMESTAMP_FIELD_NAME = "timestamp" +IMAGE_LUX_FIELD_NAME = "lux" IMAGE_META_DATA_FIELDS = [ IMAGE_TIMESTAMP_FIELD_NAME, - IMAGE_MIME_TYPE_FIELD_NAME + IMAGE_MIME_TYPE_FIELD_NAME, + IMAGE_LUX_FIELD_NAME # Anything else that is captured on the Pi can go here. ] @@ -69,6 +71,7 @@ def get_image_data(image_id): data_dict = dict() data_dict[IMAGE_TIMESTAMP_FIELD_NAME] = image_meta_data[0].decode(STRING_ENCODING) data_dict[IMAGE_MIME_TYPE_FIELD_NAME] = image_meta_data[1].decode(STRING_ENCODING) + data_dict[IMAGE_LUX_FIELD_NAME] = image_meta_data[2].decode(STRING_ENCODING) return data_dict @app.route("/") From 0c59b9584ddf42903539d8e7fa3cdd88af87ff15 Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Mon, 15 May 2023 14:40:00 +0100 Subject: [PATCH 03/21] Added configurable interval expiry and continuous autofocus. --- pi/capture.py | 25 ++++++++++++++++--------- pi/env.example | 3 ++- 2 files changed, 18 insertions(+), 10 deletions(-) diff --git a/pi/capture.py b/pi/capture.py index 93fa68a..102345c 100644 --- a/pi/capture.py +++ b/pi/capture.py @@ -8,14 +8,17 @@ load_dotenv() +# Get the configurable values for how often to capture images and +# how long to keep them. +IMAGE_CAPTURE_FREQUENCY = int(os.getenv("IMAGE_CAPTURE_FREQUENCY")) +IMAGE_EXPIRY = int(os.getenv("IMAGE_EXPIRY")) + # Picamera2 docs https://datasheets.raspberrypi.com/camera/picamera2-manual.pdf picam2 = Picamera2() -# Headless so we don't want a preview window. picam2.start_preview(Preview.NULL) - -# This will use max resolution, adjust if you want less (see above PDF). camera_config = picam2.still_configuration - +# For a v3 Camera Module, set continuous autofocus. +picam2.set_controls({"AfMode": controls.AfModeEnum.Continuous}) # Tweak camera_config as needed before calling configure. picam2.configure(camera_config) @@ -26,7 +29,7 @@ picam2.start() # Put this in a loop or whatever you want to do with capturing images. Let's take -# an image every 10 seconds or so... +# an image every so many seconds... while True: image_data = io.BytesIO() @@ -41,19 +44,23 @@ data_to_save["image_data"] = image_data.getvalue() data_to_save["timestamp"] = current_timestamp data_to_save["mime_type"] = "image/jpeg" - # Add any other flat name/value pairs you want to save into this dict + data_to_save["lux"] = int(image_metadata["Lux"]) + # Add any other flat name/value pairs you want to save into this dict # e.g. light meter value, noise values, whatever really... # Store data in a Redis Hash (flat map of name/value pairs at a single - # Redis key) - redis_client.hset(redis_key, mapping = data_to_save) + # Redis key), also set an expiry time for the image. + pipe = redis_client.pipeline(transaction=False) + pipe.hset(redis_key, mapping = data_to_save) + pipe.expire(redis_key, IMAGE_EXPIRY) + pipe.execute() print(f"Stored new image at {redis_key}") # Optional - do something with the metadata if you want to. print(image_metadata) - time.sleep(10) + time.sleep(IMAGE_CAPTURE_FREQUENCY) # This code is unreachable but shows how to release the Redis client # connection nicely should we want to say just take some pictures then diff --git a/pi/env.example b/pi/env.example index 217b857..60b5b50 100644 --- a/pi/env.example +++ b/pi/env.example @@ -1 +1,2 @@ -REDIS_URL=redis://default:password@host:6379/ \ No newline at end of file +REDIS_URL=redis://default:password@host:6379/ +IMAGE_CAPTURE_FREQUENCY=30 \ No newline at end of file From d0aebd6f08cc89965b9e14373248bcfeb803947b Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Mon, 15 May 2023 16:02:05 +0100 Subject: [PATCH 04/21] Changed front end image aspect ratio. --- server/static/app.js | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/server/static/app.js b/server/static/app.js index 5b924db..328bcc8 100644 --- a/server/static/app.js +++ b/server/static/app.js @@ -29,7 +29,7 @@ async function renderImages() { const imageHTML = `
-
+
Image ${imageId}
From 556d29e84cb3a9faefc2200b4c41fdf7cc1b6a3c Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Mon, 15 May 2023 16:02:21 +0100 Subject: [PATCH 05/21] Triggered autofocus in loop. --- pi/capture.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/pi/capture.py b/pi/capture.py index 102345c..95ace15 100644 --- a/pi/capture.py +++ b/pi/capture.py @@ -32,6 +32,8 @@ # an image every so many seconds... while True: + # For the Camera Module 3, trigger an autofocus cycle. + picam2.autofocus_cycle() image_data = io.BytesIO() # Take a picture and grab the metadata at the same time. 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zvybmq;^4Ne;+nLM)2!H1^qzm)g<*NnL+$Bj70;rcnS=2ik|=Q?*IVL<2%7kS(|`E_ zP9?s-D>(({Vi`fm$J6+v6BHBQE5!(b!}phqNS=D13{f64i1-I=_tw)wG|2?x zC*GZtX;hVxu2?RL*gOhDc!^36541%s&HsG1_@lk;B!1sVBMcICzRq6|z^Gj{h!IcZ zKUnc=-SQ~RVjGz<1u9X`{zm;oNc*|^oT=iXQ9Gz)f|XxpR-ZU;c$DHK*+LOUMn3d6 zG~m-XWjbpDX&*?p8ujf!_ChWnPji2!4hWZ@G;P3+8y}*ep-}E|v+g9a( zRMVbEO=CA+H6y3(?OOv3NBi^9$-Uq57Sp$4z)68h!-Q{teu}3x*I-{l1DN+8>o!35v9zC3#L%MG~7J%rsu&*sC3HN*lDw$B? zCi{yPnx)6E8|L9_BNB4?`Eyi-mBl8S?sf_D*#tqE>2^2mp`%yzT9yJuIVFDg7Z3WM z0HW6SaC?3qkH`fkne6%41R>{)ZpMn7J?uG|7*-5ao%qv^qy6V^OwU78H04Mb@^VN& zo*N`W_;9r1t8cO@=w_O#6?J9C@Ncw&zifn`U3|Q_-?HYPxJ$R7JeN$(;$IOd4TJ@m z7CR1MI9o)I1q8$$u3c6OO9nc6f~94mslE|2l8q Date: Mon, 15 May 2023 17:57:10 +0100 Subject: [PATCH 07/21] Adjusted for Camera 3. --- README.md | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/README.md b/README.md index 6d38d51..9e7cb17 100644 --- a/README.md +++ b/README.md @@ -8,8 +8,6 @@ Here's what the front end looks like when a few images have been captured by the ![Front end showing captured images](server_component_running.png) -(Images are somewhat out of focus as the camera I am using doesn't have auto focus and I didn't adjust its position for these pics, they were just test data!) - And here's a Raspberry Pi with a camera attached: ![Raspberry Pi 3 with Camera Module attached](raspberry_pi_3_with_camera_module.jpg) @@ -82,7 +80,7 @@ Here's a complete example, with the image data truncated for brevity: 5) "image_data" 6) "\xff\xd8\xff\xe0\x00\x10JFIF\x00\x01\x01\x00\x00... ``` -With the camera that I used ([Raspberry Pi Camera Module 2.1](https://www.raspberrypi.com/products/camera-module-v2/) capturing at 3280x2464 pixels - configurable in `capture.py`) you can expect each Hash to require around 2Mb of RAM in Redis. +With the camera that I used ([Raspberry Pi Camera Module 3](https://www.raspberrypi.com/products/camera-module-3/) capturing at 4608x2592 pixels - configurable in `capture.py`) you can expect each Hash to require around 1Mb of RAM in Redis. ## (Optional, but Recommended): RedisInsight From 736ce25575ca5fad10b205c002bca48de258dd4f Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Mon, 15 May 2023 17:58:46 +0100 Subject: [PATCH 08/21] Updated for lux value. --- README.md | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index 9e7cb17..49ded57 100644 --- a/README.md +++ b/README.md @@ -67,6 +67,7 @@ Each key contains a hash with the following name/value pairs: * `mime_type`: The [MIME type](https://en.wikipedia.org/wiki/Media_type) for the captured image data. This will always be `image/jpeg` unless you change it and the image capture format in the `capture.py` script. * `timestamp`: The [UNIX timestamp](https://en.wikipedia.org/wiki/Unix_time) that the image was captured at, as recoded from the Raspberry Pi's clock. This will be the same value as the timestamp in the key name. +* `lux`: The [lux](https://en.wikipedia.org/wiki/Lux) value captured by the camera when the image was taken. * `image_data`: A binary representation of the bytes for the image captured by the camera. This will be a [JPEG image](https://en.wikipedia.org/wiki/JPEG) unless you change the capture format in `capture.py`. Here's a complete example, with the image data truncated for brevity: @@ -76,9 +77,11 @@ Here's a complete example, with the image data truncated for brevity: 1) "mime_type" 2) "image/jpeg" 3) "timestamp" -4) "1681843615" -5) "image_data" -6) "\xff\xd8\xff\xe0\x00\x10JFIF\x00\x01\x01\x00\x00... +4) "lux" +5) "268" +6) "1681843615" +7) "image_data" +8) "\xff\xd8\xff\xe0\x00\x10JFIF\x00\x01\x01\x00\x00... ``` With the camera that I used ([Raspberry Pi Camera Module 3](https://www.raspberrypi.com/products/camera-module-3/) capturing at 4608x2592 pixels - configurable in `capture.py`) you can expect each Hash to require around 1Mb of RAM in Redis. From b7c5f162be653e4ce7d5b45e3ccec0c9eb03ac4b Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Mon, 15 May 2023 18:09:49 +0100 Subject: [PATCH 09/21] Added autofocus config. --- pi/capture.py | 70 +++++++++++++++++++++++++++----------------------- pi/env.example | 3 ++- 2 files changed, 40 insertions(+), 33 deletions(-) diff --git a/pi/capture.py b/pi/capture.py index 95ace15..11161d2 100644 --- a/pi/capture.py +++ b/pi/capture.py @@ -12,13 +12,17 @@ # how long to keep them. IMAGE_CAPTURE_FREQUENCY = int(os.getenv("IMAGE_CAPTURE_FREQUENCY")) IMAGE_EXPIRY = int(os.getenv("IMAGE_EXPIRY")) +CAMERA_AUTOFOCUS = os.getenv("CAMERA_AUTOFOCUS") == "1" # Picamera2 docs https://datasheets.raspberrypi.com/camera/picamera2-manual.pdf picam2 = Picamera2() picam2.start_preview(Preview.NULL) camera_config = picam2.still_configuration + # For a v3 Camera Module, set continuous autofocus. -picam2.set_controls({"AfMode": controls.AfModeEnum.Continuous}) +if CAMERA_AUTOFOCUS == True: + picam2.set_controls({"AfMode": controls.AfModeEnum.Continuous}) + # Tweak camera_config as needed before calling configure. picam2.configure(camera_config) @@ -32,37 +36,39 @@ # an image every so many seconds... while True: - # For the Camera Module 3, trigger an autofocus cycle. - picam2.autofocus_cycle() - image_data = io.BytesIO() - - # Take a picture and grab the metadata at the same time. - image_metadata = picam2.capture_file(image_data, format="jpeg") - current_timestamp = int(time.time()) - - # Prepare data to save in Redis... - redis_key = f"image:{current_timestamp}" - data_to_save = dict() - data_to_save["image_data"] = image_data.getvalue() - data_to_save["timestamp"] = current_timestamp - data_to_save["mime_type"] = "image/jpeg" - data_to_save["lux"] = int(image_metadata["Lux"]) - # Add any other flat name/value pairs you want to save into this dict - # e.g. light meter value, noise values, whatever really... - - # Store data in a Redis Hash (flat map of name/value pairs at a single - # Redis key), also set an expiry time for the image. - pipe = redis_client.pipeline(transaction=False) - pipe.hset(redis_key, mapping = data_to_save) - pipe.expire(redis_key, IMAGE_EXPIRY) - pipe.execute() - - print(f"Stored new image at {redis_key}") - - # Optional - do something with the metadata if you want to. - print(image_metadata) - - time.sleep(IMAGE_CAPTURE_FREQUENCY) + # For the Camera Module 3, trigger an autofocus cycle. + if CAMERA_AUTOFOCUS == True: + picam2.autofocus_cycle() + + image_data = io.BytesIO() + + # Take a picture and grab the metadata at the same time. + image_metadata = picam2.capture_file(image_data, format="jpeg") + current_timestamp = int(time.time()) + + # Prepare data to save in Redis... + redis_key = f"image:{current_timestamp}" + data_to_save = dict() + data_to_save["image_data"] = image_data.getvalue() + data_to_save["timestamp"] = current_timestamp + data_to_save["mime_type"] = "image/jpeg" + data_to_save["lux"] = int(image_metadata["Lux"]) + # Add any other flat name/value pairs you want to save into this dict + # e.g. light meter value, noise values, whatever really... + + # Store data in a Redis Hash (flat map of name/value pairs at a single + # Redis key), also set an expiry time for the image. + pipe = redis_client.pipeline(transaction=False) + pipe.hset(redis_key, mapping = data_to_save) + pipe.expire(redis_key, IMAGE_EXPIRY) + pipe.execute() + + print(f"Stored new image at {redis_key}") + + # Optional - do something with the metadata if you want to. + print(image_metadata) + + time.sleep(IMAGE_CAPTURE_FREQUENCY) # This code is unreachable but shows how to release the Redis client # connection nicely should we want to say just take some pictures then diff --git a/pi/env.example b/pi/env.example index 60b5b50..f1a5763 100644 --- a/pi/env.example +++ b/pi/env.example @@ -1,2 +1,3 @@ REDIS_URL=redis://default:password@host:6379/ -IMAGE_CAPTURE_FREQUENCY=30 \ No newline at end of file +IMAGE_CAPTURE_FREQUENCY=30 +CAMERA_AUTOFOCUS=1 \ No newline at end of file From 28f41e65a5d1fd9ed6ed3947c0dde762616acd21 Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Mon, 15 May 2023 18:14:02 +0100 Subject: [PATCH 10/21] Updated for camera module v3. --- raspberry_pi_3_with_camera_module.jpg | Bin 174073 -> 173270 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/raspberry_pi_3_with_camera_module.jpg b/raspberry_pi_3_with_camera_module.jpg index 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Subject: [PATCH 11/21] Work in progress. --- pi/README.md | 20 ++++++++++++++------ server/README.md | 4 ++++ 2 files changed, 18 insertions(+), 6 deletions(-) diff --git a/pi/README.md b/pi/README.md index 0d3ce16..bb0aeb6 100644 --- a/pi/README.md +++ b/pi/README.md @@ -8,9 +8,9 @@ This folder contains the Python code for the image capture component of this pro Every 10 or so seconds, the code takes a new picture in JPEG format and stores it in a Redis Hash along with some basic metadata. The key name for each hash is `image:`. -I've tested this on a [Raspberry Pi 3B](https://www.raspberrypi.com/products/raspberry-pi-3-model-b/) using the [Raspberry Pi Camera Module v2.1](https://www.raspberrypi.com/products/camera-module-v2/). Other models of Raspberry Pi that have the camera connector ([3A+](https://www.raspberrypi.com/products/raspberry-pi-3-model-a-plus/), [3B+](https://www.raspberrypi.com/products/raspberry-pi-3-model-b-plus/), [4B](https://www.raspberrypi.com/products/raspberry-pi-4-model-b/) etc) should work too. +I've tested this on a [Raspberry Pi 3B](https://www.raspberrypi.com/products/raspberry-pi-3-model-b/) using both the [Raspberry Pi Camera Module v2.1](https://www.raspberrypi.com/products/camera-module-v2/) and [Raspberry Pi Camera Module v3](https://www.raspberrypi.com/products/camera-module-3/). Other models of Raspberry Pi that have the camera connector ([3A+](https://www.raspberrypi.com/products/raspberry-pi-3-model-a-plus/), [3B+](https://www.raspberrypi.com/products/raspberry-pi-3-model-b-plus/), [4B](https://www.raspberrypi.com/products/raspberry-pi-4-model-b/) etc) should work too. -I haven't tested with the [Raspberry Pi Camera Module v3](https://www.raspberrypi.com/products/camera-module-3/) or the [High Quality Camera](https://www.raspberrypi.com/products/raspberry-pi-high-quality-camera/). I would imagine that the v3 is a good choice for this project as it has auto focus. The pictures from my v2.1 camera can be blurry as there's no auto focus. +I haven't tested with the [High Quality Camera](https://www.raspberrypi.com/products/raspberry-pi-high-quality-camera/). Of the cheaper models, the v3 is a good choice for this project as it has auto focus and higher resolution than the v2.1 and is easy to find online at a reasonable prive. The pictures from my v2.1 camera can be blurry as there's no auto focus. **Note:** As Redis keeps a copy of all the data in memory, you should bear in mind that an 8Mb image file will require at least 8Mb of RAM on the Redis server. As it stands, the code doesn't expire pictures from Redis after a period of time, but you could easily add this using a call to the [`EXPIRE`](https://redis.io/commands/expire/) command whenever you add a new image Hash. @@ -29,6 +29,8 @@ picam2.configure(camera_config) picam2.start() ``` +TODO explain autofocus! + Use the `Picamera2` documentation to adjust the camera configuration in `camera_config` e.g. to capture lower resolution pictures. This configuration assumes we are running on a headless Raspberry Pi so there's no preview window required. Next, a connection to Redis is established, using the value of an environment variable: @@ -64,6 +66,8 @@ data_to_save["timestamp"] = current_timestamp data_to_save["mime_type"] = "image/jpeg" ``` +TODO add Lux + First, we create the key name we're going to use when storing the Hash. It's `image:`. `data_to_save` is a Python dictionary containing the name/value pairs to store in the Redis Hash. This needs to be a flat map of name/value pairs - nested structure isn't allowed in a Redis Hash. If you want more complex data structure, use the [Redis JSON data type](https://redis.io/docs/stack/json/) in Redis Stack. @@ -87,6 +91,8 @@ redis_client.expire(redis_key, 3600) # 60 secs = 1 min x 60 = 1hr Redis also has an [EXPIREAT command](https://redis.io/commands/expireat/) if you prefer to specify a time and date for expiry, rather than a number of seconds in the future. +TODO update the above for pipelining and expiry and the lux information. + ## Setup To get this component working, you'll need to connect your camera to the Raspberry Pi, ensure the operating system is configured correctly for it and install some Python dependencies (to connect to Redis). @@ -109,7 +115,7 @@ Linux 6.1.21-v7+ #1642 SMP Mon Apr 3 17:20:52 BST 2023 armv7l ### Camera Setup -Setting up the camera may require some changes to the operating system configuration of the Raspberry Pi. This is what worked for me on the Raspberry Pi 3B using the Camera Module v2.1. +Setting up the camera may require some changes to the operating system configuration of the Raspberry Pi. This is what worked for me on the Raspberry Pi 3B using either the Camera Module v2.1 or v3 (recommended). First, connect the camera to the Raspberry Pi with the ribbon cable provided. If you are unsure how to do this, follow Raspberry Pi's [instructions here](https://projects.raspberrypi.org/en/projects/getting-started-with-picamera/2). @@ -122,13 +128,13 @@ max_framebuffers=10 dtoverlay=imx219 ``` -The `imx219` value may differ for your camera. I was using the Raspberry Pi Camera Module v2.1. If you are using something different, you'll need to research appropriate values for your camera. +The `imx219` value may differ for your camera. Use `imx219` for the Raspberry Pi Camera Module v2.1, or `imx708` for the v3. If you are using something different, you'll need to research appropriate values for your camera. Raspberry Pi provide this information in their [camera documentation](https://www.raspberrypi.com/documentation/accessories/camera.html#preparing-the-software). -If you made any changes, save them and reboot the Raspberry Pi. +If you made any changes, save them and **reboot the Raspberry Pi** (`sudo reboot`). ### Python Setup -You need Python 3.7 or higher (I've tested this with Python 3.9.2. To check your Python version: +You need Python 3.7 or higher (I've tested this with Python 3.9.2). To check your Python version: ``` python3 --version @@ -178,6 +184,8 @@ export REDIS_URL=redis://myhost:9999/ Be sure to configure both the capture script and the separate server component to talk to the same Redis instance! +TODO `IMAGE_CAPTURE_FREQUENCY` and `IMAGE_EXPIRY` and `CAMERA_AUTOFOCUS` environment variables... + Alternatively, you can create a file in the `server` folder called `.env` and store your environment variable values there. See `env.example` for an example. Don't commit `.env` to source control, as your Redis credentials should be considered a secret and managed as such! ### Running the Capture Script diff --git a/server/README.md b/server/README.md index a261d0e..3da6a4e 100644 --- a/server/README.md +++ b/server/README.md @@ -106,6 +106,8 @@ IMAGE_META_DATA_FIELDS = [ ] ... +TODO Add lux + @app.route(f"/{API_ROUTE_PREFIX}/data/") def get_image_data(image_id): # Look for the image meta data in Redis. @@ -128,6 +130,8 @@ data_dict[IMAGE_MIME_TYPE_FIELD_NAME] = image_meta_data[1].decode(STRING_ENCODIN return data_dict ``` +TODO add lux... + This could also probably be done more dynamically with less hard coding of field names, but it works for this demo! #### Getting the Binary Data for a Specific Image From 684a6c18ef12b2f1ac5be0211d73fd93e548990f Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Thu, 18 May 2023 12:21:59 +0100 Subject: [PATCH 12/21] Added information about the lux data. --- server/README.md | 10 ++++------ 1 file changed, 4 insertions(+), 6 deletions(-) diff --git a/server/README.md b/server/README.md index 3da6a4e..7e3d146 100644 --- a/server/README.md +++ b/server/README.md @@ -101,13 +101,12 @@ IMAGE_MIME_TYPE_FIELD_NAME = "mime_type" IMAGE_TIMESTAMP_FIELD_NAME = "timestamp" IMAGE_META_DATA_FIELDS = [ IMAGE_TIMESTAMP_FIELD_NAME, - IMAGE_MIME_TYPE_FIELD_NAME + IMAGE_MIME_TYPE_FIELD_NAME, + IMAGE_LUX_FIELD_NAME # Anything else that is captured on the Pi can go here. ] ... -TODO Add lux - @app.route(f"/{API_ROUTE_PREFIX}/data/") def get_image_data(image_id): # Look for the image meta data in Redis. @@ -127,11 +126,10 @@ If we did get data, we convert it to a Python dictionary, decoding the String va data_dict = dict() data_dict[IMAGE_TIMESTAMP_FIELD_NAME] = image_meta_data[0].decode(STRING_ENCODING) data_dict[IMAGE_MIME_TYPE_FIELD_NAME] = image_meta_data[1].decode(STRING_ENCODING) +data_dict[IMAGE_LUX_FIELD_NAME] = image_meta_data[2].decode(STRING_ENCODING) return data_dict ``` -TODO add lux... - This could also probably be done more dynamically with less hard coding of field names, but it works for this demo! #### Getting the Binary Data for a Specific Image @@ -206,7 +204,7 @@ With the value in `imageUrl` and metadata values in `imageData`, we can then use const imageHTML = `

    -
    +
    Image ${imageId}
    From a4cfe42c639b2a8c5c717ed2756c6dc23bc6facd Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Thu, 18 May 2023 12:27:50 +0100 Subject: [PATCH 13/21] Added more information about Lux. --- pi/README.md | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/pi/README.md b/pi/README.md index bb0aeb6..68361eb 100644 --- a/pi/README.md +++ b/pi/README.md @@ -56,7 +56,7 @@ current_timestamp = int(time.time()) The return value of `picam2.capture_file` is some metadata from the camera. This isn't currently stored in Redis, but is printed out so you can determine if any of it is useful to you. See later in this file for an example. -Now it's time to create a Hash in Redis and store our image plus a couple of other pieces of data there: +Now it's time to create a Hash in Redis and store our image plus a couple of other pieces of data there, including the Lux value: ```python redis_key = f"image:{current_timestamp}" @@ -64,10 +64,9 @@ data_to_save = dict() data_to_save["image_data"] = image_data.getvalue() data_to_save["timestamp"] = current_timestamp data_to_save["mime_type"] = "image/jpeg" +data_to_save["lux"] = int(image_metadata["Lux"]) ``` -TODO add Lux - First, we create the key name we're going to use when storing the Hash. It's `image:`. `data_to_save` is a Python dictionary containing the name/value pairs to store in the Redis Hash. This needs to be a flat map of name/value pairs - nested structure isn't allowed in a Redis Hash. If you want more complex data structure, use the [Redis JSON data type](https://redis.io/docs/stack/json/) in Redis Stack. From 1356f4d1a3b87f1f9a70f31ef0b24571feaf56af Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Thu, 18 May 2023 12:33:38 +0100 Subject: [PATCH 14/21] Added information about additional environment variables. --- pi/README.md | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/pi/README.md b/pi/README.md index 68361eb..5994050 100644 --- a/pi/README.md +++ b/pi/README.md @@ -183,9 +183,13 @@ export REDIS_URL=redis://myhost:9999/ Be sure to configure both the capture script and the separate server component to talk to the same Redis instance! -TODO `IMAGE_CAPTURE_FREQUENCY` and `IMAGE_EXPIRY` and `CAMERA_AUTOFOCUS` environment variables... +You'll also need to set the following environment variables: -Alternatively, you can create a file in the `server` folder called `.env` and store your environment variable values there. See `env.example` for an example. Don't commit `.env` to source control, as your Redis credentials should be considered a secret and managed as such! +* `IMAGE_CAPTURE_FREQUENCY` - set this to the number of seconds that you want the code to wait between capturing images, e.g. `30`. +* `IMAGE_EXPIRY` - set this to the number of seconds that you want the image data to be stored in Redis for before it is expired e.g. `300` for 5 minutes. +* `CAMERA_AUTOFOCUS` - set this to `1` if your camera module has autofocus (v3) or `0` if it doesn't (v2). + +Alternatively (recommended), you can create a file in the `server` folder called `.env` and store your environment variable values there. See `env.example` for an example. Don't commit `.env` to source control, as your Redis credentials should be considered a secret and managed as such! ### Running the Capture Script From 4d54b52ef17dfb1fd2a57306cb6e493fe6a29f17 Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Thu, 18 May 2023 12:54:02 +0100 Subject: [PATCH 15/21] Added autofocus information. --- pi/README.md | 16 +++++++++++++++- 1 file changed, 15 insertions(+), 1 deletion(-) diff --git a/pi/README.md b/pi/README.md index 5994050..9ed9d53 100644 --- a/pi/README.md +++ b/pi/README.md @@ -29,7 +29,12 @@ picam2.configure(camera_config) picam2.start() ``` -TODO explain autofocus! +The v3 camera module has autofocus capabilities. These are enabled like so, and only if an environment variable is set to do so (see later for details): + +```python +if CAMERA_AUTOFOCUS == True: + picam2.set_controls({"AfMode": controls.AfModeEnum.Continuous}) +``` Use the `Picamera2` documentation to adjust the camera configuration in `camera_config` e.g. to capture lower resolution pictures. This configuration assumes we are running on a headless Raspberry Pi so there's no preview window required. @@ -41,6 +46,15 @@ redis_client = redis.from_url(os.getenv("REDIS_URL", "redis://localhost:6379")) The code then enters an infinite loop, in which is captures an image plus some metadata from the camera, stores it in Redis and sleeps for 10 seconds before doing it all again. +If the camera module has autofocus, and it is enabled... we start an autofocus cycle to make sure that the camera's focus is in the right place: + +```python +if CAMERA_AUTOFOCUS == True: + picam2.autofocus_cycle() +``` + +This is synchronous, so may take a short amount of time to complete. + We want to capture the image into a file like structure in memory, rather than write it to the filesystem. We use an [in memory binary stream](https://docs.python.org/3/library/io.html#binary-i-o) declared like this: ```python From ebcab852d121ab28881027455ac7f0981cf5b021 Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Thu, 18 May 2023 12:59:31 +0100 Subject: [PATCH 16/21] Small fixes. --- pi/README.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/pi/README.md b/pi/README.md index 9ed9d53..3092605 100644 --- a/pi/README.md +++ b/pi/README.md @@ -6,13 +6,13 @@ This folder contains the Python code for the image capture component of this project. It runs on a Raspberry Pi with a Raspberry Pi Camera Module attached. -Every 10 or so seconds, the code takes a new picture in JPEG format and stores it in a Redis Hash along with some basic metadata. The key name for each hash is `image:`. +Every so many seconds (configurable), the code takes a new picture in JPEG format and stores it in a Redis Hash along with some basic metadata. The key name for each hash is `image:`. I've tested this on a [Raspberry Pi 3B](https://www.raspberrypi.com/products/raspberry-pi-3-model-b/) using both the [Raspberry Pi Camera Module v2.1](https://www.raspberrypi.com/products/camera-module-v2/) and [Raspberry Pi Camera Module v3](https://www.raspberrypi.com/products/camera-module-3/). Other models of Raspberry Pi that have the camera connector ([3A+](https://www.raspberrypi.com/products/raspberry-pi-3-model-a-plus/), [3B+](https://www.raspberrypi.com/products/raspberry-pi-3-model-b-plus/), [4B](https://www.raspberrypi.com/products/raspberry-pi-4-model-b/) etc) should work too. -I haven't tested with the [High Quality Camera](https://www.raspberrypi.com/products/raspberry-pi-high-quality-camera/). Of the cheaper models, the v3 is a good choice for this project as it has auto focus and higher resolution than the v2.1 and is easy to find online at a reasonable prive. The pictures from my v2.1 camera can be blurry as there's no auto focus. +I haven't tested with the [High Quality Camera](https://www.raspberrypi.com/products/raspberry-pi-high-quality-camera/). Of the cheaper models, the v3 is a good choice for this project as it has auto focus and higher resolution than the v2.1 and is easy to find online at a reasonable price. The pictures from my v2.1 camera can be blurry as there's no auto focus. -**Note:** As Redis keeps a copy of all the data in memory, you should bear in mind that an 8Mb image file will require at least 8Mb of RAM on the Redis server. As it stands, the code doesn't expire pictures from Redis after a period of time, but you could easily add this using a call to the [`EXPIRE`](https://redis.io/commands/expire/) command whenever you add a new image Hash. +**Note:** As Redis keeps a copy of all the data in memory, you should bear in mind that an 8Mb image file will require at least 8Mb of RAM on the Redis server. To help manage the amount of memory used, this project automatically expires the image data from Redis after a configurable amount of time (see later for details). ## How it Works @@ -44,9 +44,9 @@ Next, a connection to Redis is established, using the value of an environment va redis_client = redis.from_url(os.getenv("REDIS_URL", "redis://localhost:6379")) ``` -The code then enters an infinite loop, in which is captures an image plus some metadata from the camera, stores it in Redis and sleeps for 10 seconds before doing it all again. +The code then enters an infinite loop, in which is captures an image plus some metadata from the camera, stores it in Redis and sleeps for a configurable number of seconds before doing it all again. -If the camera module has autofocus, and it is enabled... we start an autofocus cycle to make sure that the camera's focus is in the right place: +If the camera module has autofocus and it is enabled... we start an autofocus cycle to make sure that the camera's focus is in the right place: ```python if CAMERA_AUTOFOCUS == True: @@ -70,7 +70,7 @@ current_timestamp = int(time.time()) The return value of `picam2.capture_file` is some metadata from the camera. This isn't currently stored in Redis, but is printed out so you can determine if any of it is useful to you. See later in this file for an example. -Now it's time to create a Hash in Redis and store our image plus a couple of other pieces of data there, including the Lux value: +Now it's time to create a Hash in Redis and store our image plus a couple of other pieces of data there, including the Lux value from the metadata: ```python redis_key = f"image:{current_timestamp}" @@ -104,7 +104,7 @@ redis_client.expire(redis_key, 3600) # 60 secs = 1 min x 60 = 1hr Redis also has an [EXPIREAT command](https://redis.io/commands/expireat/) if you prefer to specify a time and date for expiry, rather than a number of seconds in the future. -TODO update the above for pipelining and expiry and the lux information. +TODO update the above for pipelining and expiry. ## Setup From 6e55bb2b68a24bee60a140882664e3c374695d49 Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Thu, 18 May 2023 13:07:19 +0100 Subject: [PATCH 17/21] Added missing env var. --- pi/env.example | 1 + 1 file changed, 1 insertion(+) diff --git a/pi/env.example b/pi/env.example index f1a5763..4fa3631 100644 --- a/pi/env.example +++ b/pi/env.example @@ -1,3 +1,4 @@ REDIS_URL=redis://default:password@host:6379/ IMAGE_CAPTURE_FREQUENCY=30 +IMAGE_EXPIRY=300 CAMERA_AUTOFOCUS=1 \ No newline at end of file From 8424c2066dff4f69edb1be01208323ee0f08c0d4 Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Thu, 18 May 2023 13:07:27 +0100 Subject: [PATCH 18/21] Minor typos etc. --- pi/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pi/README.md b/pi/README.md index 3092605..e96abae 100644 --- a/pi/README.md +++ b/pi/README.md @@ -229,13 +229,13 @@ Your output may differ if you are using a different camera. It appears that thi WARN RPI raspberrypi.cpp:1357 Mismatch between Unicam and CamHelper for embedded data usage! ``` -Every 10 seconds or so, the script will capture a new image. Expect to see output similar to the following: +Every so many seconds, the script will capture a new image. Expect to see output similar to the following: ``` Stored new image at image:1681923128 {'SensorTimestamp': 2058296354000, 'ScalerCrop': (0, 0, 3280, 2464), 'DigitalGain': 1.1096521615982056, 'ColourGains': (1.1879777908325195, 2.4338300228118896), 'SensorBlackLevels': (4096, 4096, 4096, 4096), 'AeLocked': False, 'Lux': 85.72087097167969, 'FrameDuration': 59489, 'ColourCorrectionMatrix': (1.6235777139663696, -0.38433241844177246, -0.23924528062343597, -0.5687134861946106, 2.019625425338745, -0.45091837644577026, -0.09334515780210495, -1.2399080991744995, 2.3332533836364746), 'AnalogueGain': 4.0, 'ColourTemperature': 2874, 'ExposureTime': 59413} ``` -The camera metadata isn't stored in Redis, it's just output for informational purposes. If any of it is considered useful enough to keep, it should be easy to modify `capture.py` to add it to the Redis Hash that stores the image and associated data. +With the exception of the `Lux` value, he camera metadata isn't stored in Redis - it's just output for informational purposes. If any of it is considered useful enough to keep, it should be easy to modify `capture.py` to add it to the Redis Hash that stores the image and associated data. To stop the script, press Ctrl-C. \ No newline at end of file From 8254536c86a130a5d9a9e2f6bb5a37d038a08f3e Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Thu, 18 May 2023 13:08:28 +0100 Subject: [PATCH 19/21] Added clarification on camera version. --- pi/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pi/README.md b/pi/README.md index e96abae..019e0a9 100644 --- a/pi/README.md +++ b/pi/README.md @@ -213,7 +213,7 @@ With the setup steps completed, start the capture script as follows: python3 capture.py ``` -You should expect to see output similar to the following on startup: +You should expect to see output similar to the following on startup (example using camera module v2.1): ``` [0:34:17.749739445] [847] INFO Camera camera_manager.cpp:299 libcamera v0.0.4+22-923f5d70 From 6c5a9db00af0dbd55f5a2d2ae63d82307b9d1a4f Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Thu, 18 May 2023 14:38:40 +0100 Subject: [PATCH 20/21] Fix for Redis Stack persistence. --- docker-compose.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docker-compose.yml b/docker-compose.yml index 266d4ad..a0417ae 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -9,8 +9,8 @@ services: volumes: - ./redisdata:/data environment: - - REDIS_ARGS=--appendonly yes + - REDIS_ARGS=--appendonly yes --save "" deploy: replicas: 1 restart_policy: - condition: on-failure \ No newline at end of file + condition: on-failure From 4c10c13bb4a5b4bea7b2567758adfa46f7474ae3 Mon Sep 17 00:00:00 2001 From: Simon Prickett Date: Thu, 18 May 2023 15:20:25 +0100 Subject: [PATCH 21/21] Added info about pipelines. --- pi/README.md | 18 +++++++----------- 1 file changed, 7 insertions(+), 11 deletions(-) diff --git a/pi/README.md b/pi/README.md index 019e0a9..6857cf1 100644 --- a/pi/README.md +++ b/pi/README.md @@ -89,22 +89,18 @@ Hashes in Redis are schemaless, so if you add extra fields there's no need to ch We store the bytes of the image, the timestamp and the MIME or media type of the image... so that any front end knows what encoding the data in `image_data` is in. -Saving the Hash to Redis is then simply a matter of running the [`HSET` command](https://redis.io/commands/hset/), passing it the key name and dict of name/value pairs to store: +Saving the Hash to Redis is then simply a matter of running the [`HSET` command](https://redis.io/commands/hset/), passing it the key name and dict of name/value pairs to store. When saving this fata, we also want to set an expiry time for it which we do with the Redis [`EXPIRE` command](https://redis.io/commands/expire/). The time to live for each hash is a configurable number of seconds, read from the `IMAGE_EXPIRY` environment variable (see later for details). -```python -redis_client.hset(redis_key, mapping = data_to_save) -``` - -As it stands, the images will stay in Redis until manually deleted. If you want to set a time to live on the image, use the [EXPIRE command](https://redis.io/commands/expire/). Redis will consider the Hash deleted after the number of seconds you specify has passed, freeing up resources associated with it on the Redis server. To implement this with a 1hr expiry time, modify the code as follows: +This means that we want to send two commands to Redis. To save on network bandwidth, let's use a feature of the Redis protocol called a [pipeline](https://redis.io/docs/manual/pipelining/) and send both in the same network round trip: ```python -redis_client.hset(redis_key, mapping = data_to_save) -redis_client.expire(redis_key, 3600) # 60 secs = 1 min x 60 = 1hr +pipe = redis_client.pipeline(transaction=False) +pipe.hset(redis_key, mapping = data_to_save) +pipe.expire(redis_key, IMAGE_EXPIRY) +pipe.execute() ``` -Redis also has an [EXPIREAT command](https://redis.io/commands/expireat/) if you prefer to specify a time and date for expiry, rather than a number of seconds in the future. - -TODO update the above for pipelining and expiry. +This sets up the `HSET` and `EXPIRE` commands in a pipeline, which is then sent to Redis using the `execute` function. ## Setup