Changes in prrd version 0.0.6 (2024-03-06)

• The summary function has received several enhancements:
  • Extended summary is only running when failures are seen.
  • The summariseQueue function now displays an anticipated completion time and remaining duration.
  • The use of optional package foghorn has been refined, and refactored, when running summaries.
• The dequeueJobs.r scripts can receive a date argument, the date can be parse via anydate if anytime ins present.
• The enqueeJobs.r now considers skipped package when running 'addfailed' while ensuring selecting packages are still on CRAN.
• The CI setup has been updated (twice),
• Enqueing and dequing functions and scripts now support relative directories, updated documentation (#18 by Joshua Ulrich).

This post by Dirk Eddelbuettel originated on his Thinking inside the box blog. Please report excessive re-aggregation in third-party for-profit settings.

"We are not going to have another wretched empire while I am Patrician. We've only just got over the last one."

Steam Deck Rainbow: Treasure Map & Magic Frogs While I may be bubbly and chatty in everyday life, the stage isn t exactly my comfort zone (hallway talks are more my speed). But the journey of developing the AMD color management properties was so full of discoveries that I simply had to share the experience. Witnessing the fantastic work of Jeremy and Joshua bring it all to life on the Steam Deck OLED was like uncovering magical ingredients and whipping up something truly enchanting. For XDC 2023, we split our Rainbow journey into two talks. My focus, The Rainbow Treasure Map, explored the new color features we added to the Linux kernel driver, diving deep into the hardware capabilities of AMD/Steam Deck. Joshua then followed with The Rainbow Frogs and showed the breathtaking color magic released on Gamescope thanks to the power unlocked by the kernel driver s Steam Deck color properties.

Packing a Rainbow into 15 Minutes I had so much to tell, but a half-slot talk meant crafting a concise presentation. To squeeze everything into 15 minutes (and calm my pre-talk jitters a bit!), I drafted and practiced those slides and notes countless times. So grab your map, and let s embark on the Rainbow journey together! Intro: Hi, I m Melissa from Igalia and welcome to the Rainbow Treasure Map, a talk about advanced color management on Linux with AMD/SteamDeck. Useful links: First of all, if you are not used to the topic, you may find these links useful.

1. XDC 2022 - I m not an AMD expert, but - Melissa Wen
2. XDC 2022 - Is HDR Harder? - Harry Wentland
3. XDC 2022 Lightning - HDR Workshop Summary - Harry Wentland
4. Color management and HDR documentation for FOSS graphics - Pekka Paalanen et al.
5. Cinematic Color - 2012 SIGGRAPH course notes - Jeremy Selan
6. AMD Driver-specific Properties for Color Management on Linux (Part 1) - Melissa Wen

Context: When we talk about colors in the graphics chain, we should keep in mind that we have a wide variety of source content colorimetry, a variety of output display devices and also the internal processing. Users expect consistent color reproduction across all these devices. The userspace can use GPU-accelerated color management to get it. But this also requires an interface with display kernel drivers that is currently missing from the DRM/KMS framework. Since April, I ve been bothering the DRM community by sending patchsets from the work of me and Joshua to add driver-specific color properties to the AMD display driver. In parallel, discussions on defining a generic color management interface are still ongoing in the community. Moreover, we are still not clear about the diversity of color capabilities among hardware vendors. To bridge this gap, we defined a color pipeline for Gamescope that fits the latest versions of AMD hardware. It delivers advanced color management features for gamut mapping, HDR rendering, SDR on HDR, and HDR on SDR. AMD/Steam Deck hardware: AMD frequently releases new GPU and APU generations. Each generation comes with a DCN version with display hardware improvements. Therefore, keep in mind that this work uses the AMD Steam Deck hardware and its kernel driver. The Steam Deck is an APU with a DCN3.01 display driver, a DCN3 family. It s important to have this information since newer AMD DCN drivers inherit implementations from previous families but aldo each generation of AMD hardware may introduce new color capabilities. Therefore I recommend you to familiarize yourself with the hardware you are working on. The AMD display driver in the kernel space: It consists of three layers, (1) the DRM/KMS framework, (2) the AMD Display Manager, and (3) the AMD Display Core. We extended the color interface exposed to userspace by leveraging existing DRM resources and connecting them using driver-specific functions for color property management. Bridging DC color capabilities and the DRM API required significant changes in the color management of AMD Display Manager - the Linux-dependent part that connects the AMD DC interface to the DRM/KMS framework. The AMD DC is the OS-agnostic layer. Its code is shared between platforms and DCN versions. Examining this part helps us understand the AMD color pipeline and hardware capabilities, since the machinery for hardware settings and resource management are already there. The newest architecture for AMD display hardware is the AMD Display Core Next. In this architecture, two blocks have the capability to manage colors:

• Display Pipe and Plane (DPP) - for pre-blending adjustments;
• Multiple Pipe/Plane Combined (MPC) - for post-blending color transformations.

Let s see what we have in the DRM API for pre-blending color management. DRM plane color properties: This is the DRM color management API before blending. Nothing! Except two basic DRM plane properties: color_encoding and color_range for the input colorspace conversion, that is not covered by this work. In case you re not familiar with AMD shared code, what we need to do is basically draw a map and navigate there! We have some DRM color properties after blending, but nothing before blending yet. But much of the hardware programming was already implemented in the AMD DC layer, thanks to the shared code. Still both the DRM interface and its connection to the shared code were missing. That s when the search begins! AMD driver-specific color pipeline: Looking at the color capabilities of the hardware, we arrive at this initial set of properties. The path wasn t exactly like that. We had many iterations and discoveries until reached to this pipeline. The Plane Degamma is our first driver-specific property before blending. It s used to linearize the color space from encoded values to light linear values. We can use a pre-defined transfer function or a user lookup table (in short, LUT) to linearize the color space. Pre-defined transfer functions for plane degamma are hardcoded curves that go to a specific hardware block called DPP Degamma ROM. It supports the following transfer functions: sRGB EOTF, BT.709 inverse OETF, PQ EOTF, and pure power curves Gamma 2.2, Gamma 2.4 and Gamma 2.6. We also have a one-dimensional LUT. This 1D LUT has four thousand ninety six (4096) entries, the usual 1D LUT size in the DRM/KMS. It s an array of drm_color_lut that goes to the DPP Gamma Correction block. We also have now a color transformation matrix (CTM) for color space conversion. It s a 3x4 matrix of fixed points that goes to the DPP Gamut Remap Block. Both pre- and post-blending matrices were previously gone to the same color block. We worked on detaching them to clear both paths. Now each CTM goes on its own way. Next, the HDR Multiplier. HDR Multiplier is a factor applied to the color values of an image to increase their overall brightness. This is useful for converting images from a standard dynamic range (SDR) to a high dynamic range (HDR). As it can range beyond [0.0, 1.0] subsequent transforms need to use the PQ(HDR) transfer functions. And we need a 3D LUT. But 3D LUT has a limited number of entries in each dimension, so we want to use it in a colorspace that is optimized for human vision. It means in a non-linear space. To deliver it, userspace may need one 1D LUT before 3D LUT to delinearize content and another one after to linearize content again for blending. The pre-3D-LUT curve is called Shaper curve. Unlike Degamma TF, there are no hardcoded curves for shaper TF, but we can use the AMD color module in the driver to build the following shaper curves from pre-defined coefficients. The color module combines the TF and the user LUT values into the LUT that goes to the DPP Shaper RAM block. Finally, our rockstar, the 3D LUT. 3D LUT is perfect for complex color transformations and adjustments between color channels. 3D LUT is also more complex to manage and requires more computational resources, as a consequence, its number of entries is usually limited. To overcome this restriction, the array contains samples from the approximated function and values between samples are estimated by tetrahedral interpolation. AMD supports 17 and 9 as the size of a single-dimension. Blue is the outermost dimension, red the innermost. As mentioned, we need a post-3D-LUT curve to linearize the color space before blending. This is done by Blend TF and LUT. Similar to shaper TF, there are no hardcoded curves for Blend TF. The pre-defined curves are the same as the Degamma block, but calculated by the color module. The resulting LUT goes to the DPP Blend RAM block. Now we have everything connected before blending. As a conflict between plane and CRTC Degamma was inevitable, our approach doesn t accept that both are set at the same time. We also optimized the conversion of the framebuffer to wire encoding by adding support to pre-defined CRTC Gamma TF. Again, there are no hardcoded curves and TF and LUT are combined by the AMD color module. The same types of shaper curves are supported. The resulting LUT goes to the MPC Gamma RAM block. Finally, we arrived in the final version of DRM/AMD driver-specific color management pipeline. With this knowledge, you re ready to better enjoy the rainbow treasure of AMD display hardware and the world of graphics computing. With this work, Gamescope/Steam Deck embraces the color capabilities of the AMD GPU. We highlight here how we map the Gamescope color pipeline to each AMD color block. Future works: The search for the rainbow treasure is not over! The Linux DRM subsystem contains many hidden treasures from different vendors. We want more complex color transformations and adjustments available on Linux. We also want to expose all GPU color capabilities from all hardware vendors to the Linux userspace. Thanks Joshua and Harry for this joint work and the Linux DRI community for all feedback and reviews. The amazing part of this work comes in the next talk with Joshua and The Rainbow Frogs! Any questions?

---

References:

1. Slides of the talk The Rainbow Treasure Map.
2. Youtube video of the talk The Rainbow Treasure Map.
3. Patch series for AMD driver-specific color management properties (upstream Linux 6.8v).
4. SteamDeck/Gamescope color management pipeline
5. XDC 2023 website.
6. Igalia website.

TL;DR: This blog post explores the color capabilities of AMD hardware and how they are exposed to userspace through driver-specific properties. It discusses the different color blocks in the AMD Display Core Next (DCN) pipeline and their capabilities, such as predefined transfer functions, 1D and 3D lookup tables (LUTs), and color transformation matrices (CTMs). It also highlights the differences in AMD HW blocks for pre and post-blending adjustments, and how these differences are reflected in the available driver-specific properties. Overall, this blog post provides a comprehensive overview of the color capabilities of AMD hardware and how they can be controlled by userspace applications through driver-specific properties. This information is valuable for anyone who wants to develop applications that can take advantage of the AMD color management pipeline. Get a closer look at each hardware block s capabilities, unlock a wealth of knowledge about AMD display hardware, and enhance your understanding of graphics and visual computing. Stay tuned for future developments as we embark on a quest for GPU color capabilities in the ever-evolving realm of rainbow treasures.

---

Operating Systems can use the power of GPUs to ensure consistent color reproduction across graphics devices. We can use GPU-accelerated color management to manage the diversity of color profiles, do color transformations to convert between High-Dynamic-Range (HDR) and Standard-Dynamic-Range (SDR) content and color enhacements for wide color gamut (WCG). However, to make use of GPU display capabilities, we need an interface between userspace and the kernel display drivers that is currently absent in the Linux/DRM KMS API. In the previous blog post I presented how we are expanding the Linux/DRM color management API to expose specific properties of AMD hardware. Now, I ll guide you to the color features for the Linux/AMD display driver. We embark on a journey through DRM/KMS, AMD Display Manager, and AMD Display Core and delve into the color blocks to uncover the secrets of color manipulation within AMD hardware. Here we ll talk less about the color tools and more about where to find them in the hardware. We resort to driver-specific properties to reach AMD hardware blocks with color capabilities. These blocks display features like predefined transfer functions, color transformation matrices, and 1-dimensional (1D LUT) and 3-dimensional lookup tables (3D LUT). Here, we will understand how these color features are strategically placed into color blocks both before and after blending in Display Pipe and Plane (DPP) and Multiple Pipe/Plane Combined (MPC) blocks. That said, welcome back to the second part of our thrilling journey through AMD s color management realm!

AMD Display Driver in the Linux/DRM Subsystem: The Journey In my 2022 XDC talk I m not an AMD expert, but , I briefly explained the organizational structure of the Linux/AMD display driver where the driver code is bifurcated into a Linux-specific section and a shared-code portion. To reveal AMD s color secrets through the Linux kernel DRM API, our journey led us through these layers of the Linux/AMD display driver s software stack. It includes traversing the DRM/KMS framework, the AMD Display Manager (DM), and the AMD Display Core (DC) [1]. The DRM/KMS framework provides the atomic API for color management through KMS properties represented by struct drm_property. We extended the color management interface exposed to userspace by leveraging existing resources and connecting them with driver-specific functions for managing modeset properties. On the AMD DC layer, the interface with hardware color blocks is established. The AMD DC layer contains OS-agnostic components that are shared across different platforms, making it an invaluable resource. This layer already implements hardware programming and resource management, simplifying the external developer s task. While examining the DC code, we gain insights into the color pipeline and capabilities, even without direct access to specifications. Additionally, AMD developers provide essential support by answering queries and reviewing our work upstream. The primary challenge involved identifying and understanding relevant AMD DC code to configure each color block in the color pipeline. However, the ultimate goal was to bridge the DC color capabilities with the DRM API. For this, we changed the AMD DM, the OS-dependent layer connecting the DC interface to the DRM/KMS framework. We defined and managed driver-specific color properties, facilitated the transport of user space data to the DC, and translated DRM features and settings to the DC interface. Considerations were also made for differences in the color pipeline based on hardware capabilities.

Exploring Color Capabilities of the AMD display hardware Now, let s dive into the exciting realm of AMD color capabilities, where a abundance of techniques and tools await to make your colors look extraordinary across diverse devices. First, we need to know a little about the color transformation and calibration tools and techniques that you can find in different blocks of the AMD hardware. I borrowed some images from [2] [3] [4] to help you understand the information.

Predefined Transfer Functions (Named Fixed Curves): Transfer functions serve as the bridge between the digital and visual worlds, defining the mathematical relationship between digital color values and linear scene/display values and ensuring consistent color reproduction across different devices and media. You can learn more about curves in the chapter GPU Gems 3 - The Importance of Being Linear by Larry Gritz and Eugene d Eon. ITU-R 2100 introduces three main types of transfer functions:

• OETF: the opto-electronic transfer function, which converts linear scene light into the video signal, typically within a camera.
• EOTF: electro-optical transfer function, which converts the video signal into the linear light output of the display.
• OOTF: opto-optical transfer function, which has the role of applying the rendering intent .

AMD s display driver supports the following pre-defined transfer functions (aka named fixed curves):

• Linear/Unity: linear/identity relationship between pixel value and luminance value;
• Gamma 2.2, Gamma 2.4, Gamma 2.6: pure power functions;
• sRGB: 2.4: The piece-wise transfer function from IEC 61966-2-1:1999;
• BT.709: has a linear segment in the bottom part and then a power function with a 0.45 (~1/2.22) gamma for the rest of the range; standardized by ITU-R BT.709-6;
• PQ (Perceptual Quantizer): used for HDR display, allows luminance range capability of 0 to 10,000 nits; standardized by SMPTE ST 2084.

These capabilities vary depending on the hardware block, with some utilizing hardcoded curves and others relying on AMD s color module to construct curves from standardized coefficients. It also supports user/custom curves built from a lookup table.

1D LUTs (1-dimensional Lookup Table): A 1D LUT is a versatile tool, defining a one-dimensional color transformation based on a single parameter. It s very well explained by Jeremy Selan at GPU Gems 2 - Chapter 24 Using Lookup Tables to Accelerate Color Transformations It enables adjustments to color, brightness, and contrast, making it ideal for fine-tuning. In the Linux AMD display driver, the atomic API offers a 1D LUT with 4096 entries and 8-bit depth, while legacy gamma uses a size of 256.

3D LUTs (3-dimensional Lookup Table): These tables work in three dimensions red, green, and blue. They re perfect for complex color transformations and adjustments between color channels. It s also more complex to manage and require more computational resources. Jeremy also explains 3D LUT at GPU Gems 2 - Chapter 24 Using Lookup Tables to Accelerate Color Transformations

CTM (Color Transformation Matrices): Color transformation matrices facilitate the transition between different color spaces, playing a crucial role in color space conversion.

HDR Multiplier: HDR multiplier is a factor applied to the color values of an image to increase their overall brightness.

AMD Color Capabilities in the Hardware Pipeline First, let s take a closer look at the AMD Display Core Next hardware pipeline in the Linux kernel documentation for AMDGPU driver - Display Core Next In the AMD Display Core Next hardware pipeline, we encounter two hardware blocks with color capabilities: the Display Pipe and Plane (DPP) and the Multiple Pipe/Plane Combined (MPC). The DPP handles color adjustments per plane before blending, while the MPC engages in post-blending color adjustments. In short, we expect DPP color capabilities to match up with DRM plane properties, and MPC color capabilities to play nice with DRM CRTC properties. Note: here s the catch there are some DRM CRTC color transformations that don t have a corresponding AMD MPC color block, and vice versa. It s like a puzzle, and we re here to solve it!

AMD Color Blocks and Capabilities We can finally talk about the color capabilities of each AMD color block. As it varies based on the generation of hardware, let s take the DCN3+ family as reference. What s possible to do before and after blending depends on hardware capabilities describe in the kernel driver by struct dpp_color_caps and struct mpc_color_caps. The AMD Steam Deck hardware provides a tangible example of these capabilities. Therefore, we take SteamDeck/DCN301 driver as an example and look at the Color pipeline capabilities described in the file: driver/gpu/drm/amd/display/dcn301/dcn301_resources.c

/* Color pipeline capabilities */
dc->caps.color.dpp.dcn_arch = 1; // If it is a Display Core Next (DCN): yes. Zero means DCE.
dc->caps.color.dpp.input_lut_shared = 0;
dc->caps.color.dpp.icsc = 1; // Intput Color Space Conversion  (CSC) matrix.
dc->caps.color.dpp.dgam_ram = 0; // The old degamma block for degamma curve (hardcoded and LUT).  Gamma correction  is the new one.
dc->caps.color.dpp.dgam_rom_caps.srgb = 1; // sRGB hardcoded curve support
dc->caps.color.dpp.dgam_rom_caps.bt2020 = 1; // BT2020 hardcoded curve support (seems not actually in use)
dc->caps.color.dpp.dgam_rom_caps.gamma2_2 = 1; // Gamma 2.2 hardcoded curve support
dc->caps.color.dpp.dgam_rom_caps.pq = 1; // PQ hardcoded curve support
dc->caps.color.dpp.dgam_rom_caps.hlg = 1; // HLG hardcoded curve support
dc->caps.color.dpp.post_csc = 1; // CSC matrix
dc->caps.color.dpp.gamma_corr = 1; // New  Gamma Correction  block for degamma user LUT;
dc->caps.color.dpp.dgam_rom_for_yuv = 0;
dc->caps.color.dpp.hw_3d_lut = 1; // 3D LUT support. If so, it's always preceded by a shaper curve. 
dc->caps.color.dpp.ogam_ram = 1; //  Blend Gamma  block for custom curve just after blending
// no OGAM ROM on DCN301
dc->caps.color.dpp.ogam_rom_caps.srgb = 0;
dc->caps.color.dpp.ogam_rom_caps.bt2020 = 0;
dc->caps.color.dpp.ogam_rom_caps.gamma2_2 = 0;
dc->caps.color.dpp.ogam_rom_caps.pq = 0;
dc->caps.color.dpp.ogam_rom_caps.hlg = 0;
dc->caps.color.dpp.ocsc = 0;
dc->caps.color.mpc.gamut_remap = 1; // Post-blending CTM (pre-blending CTM is always supported)
dc->caps.color.mpc.num_3dluts = pool->base.res_cap->num_mpc_3dlut; // Post-blending 3D LUT (preceded by shaper curve)
dc->caps.color.mpc.ogam_ram = 1; // Post-blending regamma.
// No pre-defined TF supported for regamma.
dc->caps.color.mpc.ogam_rom_caps.srgb = 0;
dc->caps.color.mpc.ogam_rom_caps.bt2020 = 0;
dc->caps.color.mpc.ogam_rom_caps.gamma2_2 = 0;
dc->caps.color.mpc.ogam_rom_caps.pq = 0;
dc->caps.color.mpc.ogam_rom_caps.hlg = 0;
dc->caps.color.mpc.ocsc = 1; // Output CSC matrix.

I included some inline comments in each element of the color caps to quickly describe them, but you can find the same information in the Linux kernel documentation. See more in struct dpp_color_caps, struct mpc_color_caps and struct rom_curve_caps. Now, using this guideline, we go through color capabilities of DPP and MPC blocks and talk more about mapping driver-specific properties to corresponding color blocks.

DPP Color Pipeline: Before Blending (Per Plane) Let s explore the capabilities of DPP blocks and what you can achieve with a color block. The very first thing to pay attention is the display architecture of the display hardware: previously AMD uses a display architecture called DCE

• Display and Compositing Engine, but newer hardware follows DCN - Display Core Next.

The architectute is described by: dc->caps.color.dpp.dcn_arch

AMD Plane Degamma: TF and 1D LUT Described by: dc->caps.color.dpp.dgam_ram, dc->caps.color.dpp.dgam_rom_caps,dc->caps.color.dpp.gamma_corr AMD Plane Degamma data is mapped to the initial stage of the DPP pipeline. It is utilized to transition from scanout/encoded values to linear values for arithmetic operations. Plane Degamma supports both pre-defined transfer functions and 1D LUTs, depending on the hardware generation. DCN2 and older families handle both types of curve in the Degamma RAM block (dc->caps.color.dpp.dgam_ram); DCN3+ separate hardcoded curves and 1D LUT into two block: Degamma ROM (dc->caps.color.dpp.dgam_rom_caps) and Gamma correction block (dc->caps.color.dpp.gamma_corr), respectively. Pre-defined transfer functions:

• they are hardcoded curves (read-only memory - ROM);
• supported curves: sRGB EOTF, BT.709 inverse OETF, PQ EOTF and HLG OETF, Gamma 2.2, Gamma 2.4 and Gamma 2.6 EOTF.

The 1D LUT currently accepts 4096 entries of 8-bit. The data is interpreted as an array of struct drm_color_lut elements. Setting TF = Identity/Default and LUT as NULL means bypass. References:

• [PATCH v3 04/32] drm/amd/display: add driver-specific property for plane degamma LUT
• [PATCH v3 05/32] drm/amd/display: add plane degamma TF driver-specific property
• [PATCH v3 19/32] drm/amd/display: add plane degamma TF and LUT support

AMD Plane 3x4 CTM (Color Transformation Matrix) AMD Plane CTM data goes to the DPP Gamut Remap block, supporting a 3x4 fixed point (s31.32) matrix for color space conversions. The data is interpreted as a struct drm_color_ctm_3x4. Setting NULL means bypass. References:

• [PATCH v3 30/32] drm/amd/display: add plane CTM driver-specific property
• [PATCH v3 31/32] drm/amd/display: add plane CTM support
• [PATCH v3 32/32] drm/amd/display: Add 3x4 CTM support for plane CTM

AMD Plane Shaper: TF + 1D LUT Described by: dc->caps.color.dpp.hw_3d_lut The Shaper block fine-tunes color adjustments before applying the 3D LUT, optimizing the use of the limited entries in each dimension of the 3D LUT. On AMD hardware, a 3D LUT always means a preceding shaper 1D LUT used for delinearizing and/or normalizing the color space before applying a 3D LUT, so this entry on DPP color caps dc->caps.color.dpp.hw_3d_lut means support for both shaper 1D LUT and 3D LUT. Pre-defined transfer function enables delinearizing content with or without shaper LUT, where AMD color module calculates the resulted shaper curve. Shaper curves go from linear values to encoded values. If we are already in a non-linear space and/or don t need to normalize values, we can set a Identity TF for shaper that works similar to bypass and is also the default TF value. Pre-defined transfer functions:

• there is no DPP Shaper ROM. Curves are calculated by AMD color modules. Check calculate_curve() function in the file amd/display/modules/color/color_gamma.c.
• supported curves: Identity, sRGB inverse EOTF, BT.709 OETF, PQ inverse EOTF, HLG OETF, and Gamma 2.2, Gamma 2.4, Gamma 2.6 inverse EOTF.

The 1D LUT currently accepts 4096 entries of 8-bit. The data is interpreted as an array of struct drm_color_lut elements. When setting Plane Shaper TF (!= Identity) and LUT at the same time, the color module will combine the pre-defined TF and the custom LUT values into the LUT that s actually programmed. Setting TF = Identity/Default and LUT as NULL works as bypass. References:

• [PATCH v3 10/32] drm/amd/display: add plane shaper LUT and TF
• [PATCH v3 23/32] drm/amd/display: add plane shaper LUT support
• [PATCH v3 24/32] drm/amd/display: add plane shaper TF support

AMD Plane 3D LUT Described by: dc->caps.color.dpp.hw_3d_lut The 3D LUT in the DPP block facilitates complex color transformations and adjustments. 3D LUT is a three-dimensional array where each element is an RGB triplet. As mentioned before, the dc->caps.color.dpp.hw_3d_lut describe if DPP 3D LUT is supported. The AMD driver-specific property advertise the size of a single dimension via LUT3D_SIZE property. Plane 3D LUT is a blog property where the data is interpreted as an array of struct drm_color_lut elements and the number of entries is LUT3D_SIZE cubic. The array contains samples from the approximated function. Values between samples are estimated by tetrahedral interpolation The array is accessed with three indices, one for each input dimension (color channel), blue being the outermost dimension, red the innermost. This distribution is better visualized when examining the code in [RFC PATCH 5/5] drm/amd/display: Fill 3D LUT from userspace by Alex Hung:

+	for (nib = 0; nib < 17; nib++)  
+		for (nig = 0; nig < 17; nig++)  
+			for (nir = 0; nir < 17; nir++)  
+				ind_lut = 3 * (nib + 17*nig + 289*nir);
+
+				rgb_area[ind].red = rgb_lib[ind_lut + 0];
+				rgb_area[ind].green = rgb_lib[ind_lut + 1];
+				rgb_area[ind].blue = rgb_lib[ind_lut + 2];
+				ind++;
+			 
+		 
+	 

In our driver-specific approach we opted to advertise it s behavior to the userspace instead of implicitly dealing with it in the kernel driver. AMD s hardware supports 3D LUTs with 17-size or 9-size (4913 and 729 entries respectively), and you can choose between 10-bit or 12-bit. In the current driver-specific work we focus on enabling only 17-size 12-bit 3D LUT, as in [PATCH v3 25/32] drm/amd/display: add plane 3D LUT support:

+		/* Stride and bit depth are not programmable by API yet.
+		 * Therefore, only supports 17x17x17 3D LUT (12-bit).
+		 */
+		lut->lut_3d.use_tetrahedral_9 = false;
+		lut->lut_3d.use_12bits = true;
+		lut->state.bits.initialized = 1;
+		__drm_3dlut_to_dc_3dlut(drm_lut, drm_lut3d_size, &lut->lut_3d,
+					lut->lut_3d.use_tetrahedral_9,
+					MAX_COLOR_3DLUT_BITDEPTH);

A refined control of 3D LUT parameters should go through a follow-up version or generic API. Setting 3D LUT to NULL means bypass. References:

• [PATCH v3 09/32] drm/amd/display: add plane 3D LUT driver-specific properties
• [PATCH v3 25/32] drm/amd/display: add plane 3D LUT support

AMD Plane Blend/Out Gamma: TF + 1D LUT Described by: dc->caps.color.dpp.ogam_ram The Blend/Out Gamma block applies the final touch-up before blending, allowing users to linearize content after 3D LUT and just before the blending. It supports both 1D LUT and pre-defined TF. We can see Shaper and Blend LUTs as 1D LUTs that are sandwich the 3D LUT. So, if we don t need 3D LUT transformations, we may want to only use Degamma block to linearize and skip Shaper, 3D LUT and Blend. Pre-defined transfer function:

• there is no DPP Blend ROM. Curves are calculated by AMD color modules;
• supported curves: Identity, sRGB EOTF, BT.709 inverse OETF, PQ EOTF, HLG inverse OETF, and Gamma 2.2, Gamma 2.4, Gamma 2.6 EOTF.

The 1D LUT currently accepts 4096 entries of 8-bit. The data is interpreted as an array of struct drm_color_lut elements. If plane_blend_tf_property != Identity TF, AMD color module will combine the user LUT values with pre-defined TF into the LUT parameters to be programmed. Setting TF = Identity/Default and LUT to NULL means bypass. References:

• [PATCH v3 11/32] drm/amd/display: add plane blend
• [PATCH v3 27/32] drm/amd/display: add plane blend LUT and TF support

MPC Color Pipeline: After Blending (Per CRTC)

DRM CRTC Degamma 1D LUT The degamma lookup table (LUT) for converting framebuffer pixel data before apply the color conversion matrix. The data is interpreted as an array of struct drm_color_lut elements. Setting NULL means bypass. Not really supported. The driver is currently reusing the DPP degamma LUT block (dc->caps.color.dpp.dgam_ram and dc->caps.color.dpp.gamma_corr) for supporting DRM CRTC Degamma LUT, as explaning by [PATCH v3 20/32] drm/amd/display: reject atomic commit if setting both plane and CRTC degamma.

DRM CRTC 3x3 CTM Described by: dc->caps.color.mpc.gamut_remap It sets the current transformation matrix (CTM) apply to pixel data after the lookup through the degamma LUT and before the lookup through the gamma LUT. The data is interpreted as a struct drm_color_ctm. Setting NULL means bypass.

DRM CRTC Gamma 1D LUT + AMD CRTC Gamma TF Described by: dc->caps.color.mpc.ogam_ram After all that, you might still want to convert the content to wire encoding. No worries, in addition to DRM CRTC 1D LUT, we ve got a AMD CRTC gamma transfer function (TF) to make it happen. Possible TF values are defined by enum amdgpu_transfer_function. Pre-defined transfer functions:

• there is no MPC Gamma ROM. Curves are calculated by AMD color modules.
• supported curves: Identity, sRGB inverse EOTF, BT.709 OETF, PQ inverse EOTF, HLG OETF, and Gamma 2.2, Gamma 2.4, Gamma 2.6 inverse EOTF.

The 1D LUT currently accepts 4096 entries of 8-bit. The data is interpreted as an array of struct drm_color_lut elements. When setting CRTC Gamma TF (!= Identity) and LUT at the same time, the color module will combine the pre-defined TF and the custom LUT values into the LUT that s actually programmed. Setting TF = Identity/Default and LUT to NULL means bypass. References:

• [PATCH v3 12/32] drm/amd/display: add CRTC gamma TF driver-specific property
• [PATCH v3 15/32] drm/amd/display: add CRTC gamma TF support

Others

AMD CRTC Shaper and 3D LUT We have previously worked on exposing CRTC shaper and CRTC 3D LUT, but they were removed from the AMD driver-specific color series because they lack userspace case. CRTC shaper and 3D LUT works similar to plane shaper and 3D LUT but after blending (MPC block). The difference here is that setting (not bypass) Shaper and Gamma blocks together are not expected, since both blocks are used to delinearize the input space. In summary, we either set Shaper + 3D LUT or Gamma.

Input and Output Color Space Conversion There are two other color capabilities of AMD display hardware that were integrated to DRM by previous works and worth a brief explanation here. The DC Input CSC sets pre-defined coefficients from the values of DRM plane color_range and color_encoding properties. It is used for color space conversion of the input content. On the other hand, we have de DC Output CSC (OCSC) sets pre-defined coefficients from DRM connector colorspace properties. It is uses for color space conversion of the composed image to the one supported by the sink. References:

• [PATCH] amd/display/dc: Fix COLOR_ENCODING and COLOR_RANGE doing nothing for DCN20+
• [PATCH v6 00/13] Enable Colorspace connector property in amdgpu

The search for rainbow treasures is not over yet If you want to understand a little more about this work, be sure to watch Joshua and I presented two talks at XDC 2023 about AMD/Steam Deck colors on Gamescope:

• The rainbow treasure map: advanced color management on Linux with AMD/Steam Deck
• Rainbow Frogs: HDR + Color Management in Gamescope/SteamOS

In the time between the first and second part of this blog post, Uma Shashank and Chaitanya Kumar Borah published the plane color pipeline for Intel and Harry Wentland implemented a generic API for DRM based on VKMS support. We discussed these two proposals and the next steps for Color on Linux during the Color Management workshop at XDC 2023 and I briefly shared workshop results in the 2023 XDC lightning talk session. The search for rainbow treasures is not over yet! We plan to meet again next year in the 2024 Display Hackfest in Coru a-Spain (Igalia s HQ) to keep up the pace and continue advancing today s display needs on Linux. Finally, a HUGE thank you to everyone who worked with me on exploring AMD s color capabilities and making them available in userspace.

"Debian 30 years of collective intelligence" -Maqsuel Maqson Brazil

Pouso Alegre, Brazil

Macei , Brazil

Curitiba, Brazil

The cake is there. :) Honorary Debian Developers: Buzz, Jessie, and Woody welcome guests to this amazing party. Sao Carlos, state of Sao Paulo, Brazil Stickers, and Fliers, and Laptops, oh my! Belo Horizonte, Brazil Bras lia, Brazil Bras lia, Brazil Mexico 30 a os! A quick Selfie We do not encourage beverages on computing hardware, but this one is okay by us. Germany

30 years of love

The German Delegation is also looking for this dog who footed the bill for the party, then left mysteriously.

We took the party outside

We brought the party back inside at CCCamp Belgium

Cake and Diversity in Belgium El Salvador

Food and Fellowship in El Salvador South Africa

Debian is also very delicious!

All smiles waiting to eat the cake Reports Debian Day 30 years in Macei - Brazil Debian Day 30 years in S o Carlos - Brazil Debian Day 30 years in Pouso Alegre - Brazil Debian Day 30 years in Belo Horizonte - Brazil Debian Day 30 years in Curitiba - Brazil Debian Day 30 years in Bras lia - Brazil Debian Day 30 years online in Brazil Articles & Blogs Happy Debian Day - going 30 years strong - Liam Dawe Debian Turns 30 Years Old, Happy Birthday! - Marius Nestor 30 Years of Stability, Security, and Freedom: Celebrating Debian s Birthday - Bobby Borisov Happy 30th Birthday, Debian! - Claudio Kuenzier Debian is 30 and Sgt Pepper Is at Least Ninetysomething - Christine Hall Debian turns 30! -Corbet Thirty years of Debian! - Lennart Hengstmengel Debian marks three decades as 'Universal Operating System' - Sam Varghese Debian Linux Celebrates 30 Years Milestone - Joshua James 30 years on, Debian is at the heart of the world's most successful Linux distros - Liam Proven Looking Back on 30 Years of Debian - Maya Posch Cheers to 30 Years of Debian: A Journey of Open Source Excellence - arindam Discussions and Social Media Debian Celebrates 30 Years - Source: News YCombinator Brand-new Linux release, which I'm calling the Debian ... Source: News YCombinator Comment: Congrats @debian !!! Happy Birthday! Thank you for becoming a cornerstone of the #opensource world. Here's to decades of collaboration, stability & #software #freedom -openSUSELinux via X (formerly Twitter) Comment: Today we #celebrate the 30th birthday of #Debian, one of the largest and most important cornerstones of the #opensourcecommunity. For this we would like to thank you very much and wish you the best for the next 30 years! Source: X (Formerly Twitter -TUXEDOComputers via X (formerly Twitter) Happy Debian Day! - Source: Reddit.com Video The History of Debian The Beginning - Source: Linux User Space Debian Celebrates 30 years -Source: Lobste.rs Video Debian At 30 and No More Distro Hopping! - LWDW388 - Source: LinuxGameCast Debian Celebrates 30 years! - Source: Debian User Forums Debian Celebrates 30 years! - Source: Linux.org

TL;DR: Color is a visual perception. Human eyes can detect a broader range of colors than any devices in the graphics chain. Since each device can generate, capture or reproduce a specific subset of colors and tones, color management controls color conversion and calibration across devices to ensure a more accurate and consistent color representation. We can expose a GPU-accelerated display color management pipeline to support this process and enhance results, and this is what we are doing on Linux to improve color management on Gamescope/SteamDeck. Even with the challenges of being external developers, we have been working on mapping AMD GPU color capabilities to the Linux kernel color management interface, which is a combination of DRM and AMD driver-specific color properties. This more extensive color management pipeline includes pre-defined Transfer Functions, 1-Dimensional LookUp Tables (1D LUTs), and 3D LUTs before and after the plane composition/blending.

---

The study of color is well-established and has been explored for many years. Color science and research findings have also guided technology innovations. As a result, color in Computer Graphics is a very complex topic that I m putting a lot of effort into becoming familiar with. I always find myself rereading all the materials I have collected about color space and operations since I started this journey (about one year ago). I also understand how hard it is to find consensus on some color subjects, as exemplified by all explanations around the 2015 online viral phenomenon of The Black and Blue Dress. Have you heard about it? What is the color of the dress for you? So, taking into account my skills with colors and building consensus, this blog post only focuses on GPU hardware capabilities to support color management :-D If you want to learn more about color concepts and color on Linux, you can find useful links at the end of this blog post.

Linux Kernel, show me the colors ;D DRM color management interface only exposes a small set of post-blending color properties. Proposals to enhance the DRM color API from different vendors have landed the subsystem mailing list over the last few years. On one hand, we got some suggestions to extend DRM post-blending/CRTC color API: DRM CRTC 3D LUT for R-Car (2020 version); DRM CRTC 3D LUT for Intel (draft - 2020); DRM CRTC 3D LUT for AMD by Igalia (v2 - 2023); DRM CRTC 3D LUT for R-Car (v2 - 2023). On the other hand, some proposals to extend DRM pre-blending/plane API: DRM plane colors for Intel (v2 - 2021); DRM plane API for AMD (v3 - 2021); DRM plane 3D LUT for AMD - 2021. Finally, Simon Ser sent the latest proposal in May 2023: Plane color pipeline KMS uAPI, from discussions in the 2023 Display/HDR Hackfest, and it is still under evaluation by the Linux Graphics community. All previous proposals seek a generic solution for expanding the API, but many seem to have stalled due to the uncertainty of matching well the hardware capabilities of all vendors. Meanwhile, the use of AMD color capabilities on Linux remained limited by the DRM interface, as the DCN 3.0 family color caps and mapping diagram below shows the Linux/DRM color interface without driver-specific color properties [*]: Bearing in mind that we need to know the variety of color pipelines in the subsystem to be clear about a generic solution, we decided to approach the issue from a different perspective and worked on enabling a set of Driver-Specific Color Properties for AMD Display Drivers. As a result, I recently sent another round of the AMD driver-specific color mgmt API. For those who have been following the AMD driver-specific proposal since the beginning (see [RFC][V1]), the main new features of the latest version [v2] are the addition of pre-blending Color Transformation Matrix (plane CTM) and the differentiation of Pre-defined Transfer Functions (TF) supported by color blocks. For those who just got here, I will recap this work in two blog posts. This one describes the current status of the AMD display driver in the Linux kernel/DRM subsystem and what changes with the driver-specific properties. In the next post, we go deeper to describe the features of each color block and provide a better picture of what is available in terms of color management for Linux.

The Linux kernel color management API and AMD hardware color capabilities Before discussing colors in the Linux kernel with AMD hardware, consider accessing the Linux kernel documentation (version 6.5.0-rc5). In the AMD Display documentation, you will find my previous work documenting AMD hardware color capabilities and the Color Management Properties. It describes how AMD Display Manager (DM) intermediates requests between the AMD Display Core component (DC) and the Linux/DRM kernel interface for color management features. It also describes the relevant function to call the AMD color module in building curves for content space transformations. A subsection also describes hardware color capabilities and how they evolve between versions. This subsection, DC Color Capabilities between DCN generations, is a good starting point to understand what we have been doing on the kernel side to provide a broader color management API with AMD driver-specific properties.

Why do we need more kernel color properties on Linux? Blending is the process of combining multiple planes (framebuffers abstraction) according to their mode settings. Before blending, we can manage the colors of various planes separately; after blending, we have combined those planes in only one output per CRTC. Color conversions after blending would be enough in a single-plane scenario or when dealing with planes in the same color space on the kernel side. Still, it cannot help to handle the blending of multiple planes with different color spaces and luminance levels. With plane color management properties, userspace can get a more accurate representation of colors to deal with the diversity of color profiles of devices in the graphics chain, bring a wide color gamut (WCG), convert High-Dynamic-Range (HDR) content to Standard-Dynamic-Range (SDR) content (and vice-versa). With a GPU-accelerated display color management pipeline, we can use hardware blocks for color conversions and color mapping and support advanced color management. The current DRM color management API enables us to perform some color conversions after blending, but there is no interface to calibrate input space by planes. Note that here I m not considering some workarounds in the AMD display manager mapping of DRM CRTC de-gamma and DRM CRTC CTM property to pre-blending DC de-gamma and gamut remap block, respectively. So, in more detail, it only exposes three post-blending features:

• DRM CRTC de-gamma: used to convert the framebuffer s colors to linear gamma;
• DRM CRTC CTM: used for color space conversion;
• DRM CRTC gamma: used to convert colors to the gamma space of the connected screen.

AMD driver-specific color management interface We can compare the Linux color management API with and without the driver-specific color properties. From now, we denote driver-specific properties with the AMD prefix and generic properties with the DRM prefix. For visual comparison, I bring the DCN 3.0 family color caps and mapping diagram closer and present it here again: Mixing AMD driver-specific color properties with DRM generic color properties, we have a broader Linux color management system with the following features exposed by properties in the plane and CRTC interface, as summarized by this updated diagram: The blocks highlighted by red lines are the new properties in the driver-specific interface developed by me (Igalia) and Joshua (Valve). The red dashed lines are new links between API and AMD driver components implemented by us to connect the Linux/DRM interface to AMD hardware blocks, mapping components accordingly. In short, we have the following color management properties exposed by the DRM/AMD display driver:

• Pre-blending - AMD Display Pipe and Plane (DPP):
  • AMD plane de-gamma: 1D LUT and pre-defined transfer functions; used to linearize the input space of a plane;
  • AMD plane CTM: 3x4 matrix; used to convert plane color space;
  • AMD plane shaper: 1D LUT and pre-defined transfer functions; used to delinearize and/or normalize colors before applying 3D LUT;
  • AMD plane 3D LUT: 17x17x17 size with 12 bit-depth; three dimensional lookup table used for advanced color mapping;
  • AMD plane blend/out gamma: 1D LUT and pre-defined transfer functions; used to linearize back the color space after 3D LUT for blending.
• Post-blending - AMD Multiple Pipe/Plane Combined (MPC):
  • DRM CRTC de-gamma: 1D LUT (can t be set together with plane de-gamma);
  • DRM CRTC CTM: 3x3 matrix (remapped to post-blending matrix);
  • DRM CRTC gamma: 1D LUT + AMD CRTC gamma TF; added to take advantage of driver pre-defined transfer functions;

Note: You can find more about AMD display blocks in the Display Core Next (DCN) - Linux kernel documentation, provided by Rodrigo Siqueira (Linux/AMD display developer) in a 2021-documentation series. In the next post, I ll revisit this topic, explaining display and color blocks in detail.

How did we get a large set of color features from AMD display hardware? So, looking at AMD hardware color capabilities in the first diagram, we can see no post-blending (MPC) de-gamma block in any hardware families. We can also see that the AMD display driver maps CRTC/post-blending CTM to pre-blending (DPP) gamut_remap, but there is post-blending (MPC) gamut_remap (DRM CTM) from newer hardware versions that include SteamDeck hardware. You can find more details about hardware versions in the Linux kernel documentation/AMDGPU Product Information. I needed to rework these two mappings mentioned above to provide pre-blending/plane de-gamma and CTM for SteamDeck. I changed the DC mapping to detach stream gamut remap matrixes from the DPP gamut remap block. That means mapping AMD plane CTM directly to DPP/pre-blending gamut remap block and DRM CRTC CTM to MPC/post-blending gamut remap block. In this sense, I also limited plane CTM properties to those hardware versions with MPC/post-blending gamut_remap capabilities since older versions cannot support this feature without clashes with DRM CRTC CTM. Unfortunately, I couldn t prevent conflict between AMD plane de-gamma and DRM plane de-gamma since post-blending de-gamma isn t available in any AMD hardware versions until now. The fact is that a post-blending de-gamma makes little sense in the AMD color pipeline, where plane blending works better in a linear space, and there are enough color blocks to linearize content before blending. To deal with this conflict, the driver now rejects atomic commits if users try to set both AMD plane de-gamma and DRM CRTC de-gamma simultaneously. Finally, we had no other clashes when enabling other AMD driver-specific color properties for our use case, Gamescope/SteamDeck. Our main work for the remaining properties was understanding the data flow of each property, the hardware capabilities and limitations, and how to shape the data for programming the registers - AMD color block capabilities (and limitations) are the topics of the next blog post. Besides that, we fixed some driver bugs along the way since it was the first Linux use case for most of the new color properties, and some behaviors are only exposed when exercising the engine. Take a look at the Gamescope/Steam Deck Color Pipeline[**], and see how Gamescope uses the new API to manage color space conversions and calibration (please click on the image for a better view): In the next blog post, I ll describe the implementation and technical details of each pre- and post-blending color block/property on the AMD display driver. * Thank Harry Wentland for helping with diagrams, color concepts and AMD capabilities. ** Thank Joshua Ashton for providing and explaining Gamescope/Steam Deck color pipeline. *** Thanks to the Linux Graphics community - explicitly Harry, Joshua, Pekka, Simon, Sebastian, Siqueira, Alex H. and Ville - to all the learning during this Linux DRM/AMD color journey. Also, Carlos and Tomas for organizing the 2023 Display/HDR Hackfest where we have a great and immersive opportunity to discuss Color & HDR on Linux.

Useful Links

1. Cinematic Color - 2012 SIGGRAPH course notes by Jeremy Selan: an introduction to color science, concepts and pipelines.
2. Color management and HDR documentation for FOSS graphics by Pekka Paalanen: documentation and useful links on applying color concepts to the Linux graphics stack.
3. HDR in Linux by Jeremy Cline: a blog post exploring color concepts for HDR support on Linux.
4. Methods for conversion of high dynamic range content to standard dynamic range content and vice-versa by ITU-R: guideline for conversions between HDR and SDR contents.
5. Using Lookup Tables to Accelerate Color Transformations by Jeremy Selan: Nvidia blog post about Lookup Tables on color management.
6. The Importance of Being Linear by Larry Gritz and Eugene d Eon: Nvidia blog post about gamma and color conversions.

This post by Dirk Eddelbuettel originated on his Thinking inside the box blog. Please report excessive re-aggregation in third-party for-profit settings.

This post by Dirk Eddelbuettel originated on his Thinking inside the box blog. Please report excessive re-aggregation in third-party for-profit settings.

dang::intradayMarketMonitor()

Changes in version 0.0.13 (2021-02-17)

• New function intradayMarketMonitor based on an earlier gist-posted snippet by Josh Ulrich.
• The CI setup was generalized as a test for 'r-ci' and is used essentially unchanged with three different providers.

This post by Dirk Eddelbuettel originated on his Thinking inside the box blog. Please report excessive re-aggregation in third-party for-profit settings.

Changes in Rcpp version 1.0.4 (2020-03-13)

• Changes in Rcpp API:
  • Safer Rcpp_list*, Rcpp_lang* and Function.operator() (Romain in #1014, #1015).
  • A number of #nocov markers were added (Dirk in #1036, #1042 and #1044).
  • Finalizer calls clear external pointer first (Kirill M ller and Dirk in #1038).
  • Scalar operations with a rhs matrix no longer change the matrix value (Qiang in #1040 fixing (again) #365).
  • Rcpp::exception and Rcpp::stop are now more thread-safe (Joshua Pritikin in #1043).
• Changes in Rcpp Attributes:
  • The cppFunction helper now deals correctly with mulitple depends arguments (TJ McKinley in #1016 fixing #1017).
  • Invisible return objects are now supported via new option (Kun Ren in #1025 fixing #1024).
  • Unavailable packages referred to in LinkingTo are now reported (Dirk in #1027 fixing #1026).
  • The sourceCpp function can now create a debug DLL on Windows (Dirk in #1037 fixing #1035).
• Changes in Rcpp Documentation:
  • The .github/ directory now has more explicit guidance on contributing, issues, and pull requests (Dirk).
  • The Rcpp Attributes vignette describe the new invisible return object option (Kun Ren in #1025).
  • Vignettes are now included as pre-made pdf files (Dirk in #1029)
  • The Rcpp FAQ has a new entry on the recommended importFrom directive (Dirk in #1031 fixing #1030).
  • The bib file for the vignette was once again updated to current package versions (Dirk).
• Changes in Rcpp Deployment:
  • Added unit test to check if C++ version remains remains aligned with the package number (Dirk in #1022 fixing #1021).
  • The unit test system was switched to tinytest (Dirk in #1028, #1032, #1033).

This post by Dirk Eddelbuettel originated on his Thinking inside the box blog. Please report excessive re-aggregation in third-party for-profit settings.

## plotOBOS -- displaying overbough/oversold as eg in Bespoke's plots
##
## Copyright (C) 2010 - 2017  Dirk Eddelbuettel
##
## This is free software: you can redistribute it and/or modify it
## under the terms of the GNU General Public License as published by
## the Free Software Foundation, either version 2 of the License, or
## (at your option) any later version.
suppressMessages(library(quantmod))     # for getSymbols(), brings in xts too
suppressMessages(library(TTR))          # for various moving averages
plotOBOS <- function(symbol, n=50, type=c("sma", "ema", "zlema"),
                     years=1, blue=TRUE, current=TRUE, title=symbol,
                     ticks=TRUE, axes=TRUE)  
    today <- Sys.Date()
    if (class(symbol) == "character")  
        X <- getSymbols(symbol, from=format(today-365*years-2*n), auto.assign=FALSE)
        x <- X[,6]                          # use Adjusted
      else if (inherits(symbol, "zoo"))  
        x <- X <- as.xts(symbol)
        current <- FALSE                # don't expand the supplied data
     
    n <- min(nrow(x)/3, 50)             # as we may not have 50 days
    sub <- ""
    if (current)  
        xx <- getQuote(symbol)
        xt <- xts(xx$Last, order.by=as.Date(xx$ Trade Time ))
        colnames(xt) <- paste(symbol, "Adjusted", sep=".")
        x <- rbind(x, xt)
        sub <- paste("Last price: ", xx$Last, " at ",
                     format(as.POSIXct(xx$ Trade Time ), "%H:%M"), sep="")
     
    type <- match.arg(type)
    xd <- switch(type,                  # compute xd as the central location via selected MA smoother
                 sma = SMA(x,n),
                 ema = EMA(x,n),
                 zlema = ZLEMA(x,n))
    xv <- runSD(x, n)                   # compute xv as the rolling volatility
    strt <- paste(format(today-365*years), "::", sep="")
    x  <- x[strt]                       # subset plotting range using xts' nice functionality
    xd <- xd[strt]
    xv <- xv[strt]
    xyd <- xy.coords(.index(xd),xd[,1]) # xy coordinates for direct plot commands
    xyv <- xy.coords(.index(xv),xv[,1])
    n <- length(xyd$x)
    xx <- xyd$x[c(1,1:n,n:1)]           # for polygon(): from first point to last and back
    if (blue)  
        blues5 <- c("#EFF3FF", "#BDD7E7", "#6BAED6", "#3182BD", "#08519C") # cf brewer.pal(5, "Blues")
        fairlylight <<- rgb(189/255, 215/255, 231/255, alpha=0.625) # aka blues5[2]
        verylight <<- rgb(239/255, 243/255, 255/255, alpha=0.625) # aka blues5[1]
        dark <<- rgb(8/255, 81/255, 156/255, alpha=0.625) # aka blues5[5]
        ## buglet in xts 0.10-0 requires the <<- here
      else  
        fairlylight <<- rgb(204/255, 204/255, 204/255, alpha=0.5)  # two suitable grays, alpha-blending at 50%
        verylight <<- rgb(242/255, 242/255, 242/255, alpha=0.5)
        dark <<- 'black'
     
    plot(x, ylim=range(range(x, xd+2*xv, xd-2*xv, na.rm=TRUE)), main=title, sub=sub, 
         major.ticks=ticks, minor.ticks=ticks, axes=axes) # basic xts plot setup
    addPolygon(xts(cbind(xyd$y+xyv$y, xyd$y+2*xyv$y), order.by=index(x)), on=1, col=fairlylight)  # upper
    addPolygon(xts(cbind(xyd$y-xyv$y, xyd$y+1*xyv$y), order.by=index(x)), on=1, col=verylight)    # center
    addPolygon(xts(cbind(xyd$y-xyv$y, xyd$y-2*xyv$y), order.by=index(x)), on=1, col=fairlylight)  # lower
    lines(xd, lwd=2, col=fairlylight)   # central smooted location
    lines(x, lwd=3, col=dark)           # actual price, thicker
 

This post by Dirk Eddelbuettel originated on his Thinking inside the box blog. Please report excessive re-aggregation in third-party for-profit settings.

source(file="https://raw.githubusercontent.com/dirkschumacher/thankr/master/R/shoulders.R")
format_pkg_df <- function(df)   # non-tibblyverse variant
    tb <- table(df[,2])
    od <- order(tb, decreasing=TRUE)
    ndf <- data.frame(maint=names(tb)[od], npkgs=as.integer(tb[od]))
    colpkgs <- function(m, df)   paste(df[ df$maintainer == m, "pkg_name"], collapse=",")  
    ndf[, "pkg"] <- sapply(ndf$maint, colpkgs, df)
    ndf
 

R> shoulders()  ## by Dirk Schumacher, with small modifications
                               maint npkgs                                                                 pkg
1 R Core Team <R-core@r-project.org>     9 compiler,graphics,tools,utils,grDevices,stats,datasets,methods,base
2 Dirk Eddelbuettel <edd@debian.org>     4                                  RcppTOML,Rcpp,RApiDatetime,anytime
3  Matt Dowle <mattjdowle@gmail.com>     1                                                          data.table
R> 

This post by Dirk Eddelbuettel originated on his Thinking inside the box blog. Please report excessive re-aggregation in third-party for-profit settings.

Changes in RApiDatetime version 0.0.2 (2017-03-25)

• Windows support has added (Josh Ulrich in #1)

Changes in RApiDatetime version 0.0.1 (2017-03-23)

• Initial release with six accessible functions

This post by Dirk Eddelbuettel originated on his Thinking inside the box blog. Please report excessive re-aggregation in third-party for-profit settings.

• Holger proposed a hackathon with various possible dates -- please reply with your preferred dates!
• "Reproducible builds: Status update" CfP submitted for Debconf17 in Montreal.

• pnmixer (Chris Lamb)
• cloud-sptheme (Chris Lamb)
• python-hypothesis (Chris Lamb)
• cython (Jelmer Vernoo )

• #854332 filed against cloud-sptheme.
• #854512 filed against ftpcopy.
• #854549 filed against python-hypothesis.

• #854492 filed against xlsx2csv.
• #854541 filed against sogo.

• #854293 filed against manpages-tr.
• #854294 filed against regina-rexx.
• #854362 filed against fonts-uralic.

• randomness_in_swf_files_generated_by_as3compile
• randomness_in_t3g_files_generated_tslmendian
• absolute_build_paths_in_dot_packlist_file_generated_by_perl_extutils_packlist
• formatdb_from_ncbi_blastplus_captures_build_time
• timestamp_and_build_path_captured_by_python_cheetah

• build_id_differences_only

• Chris Lamb (7)
• gregory bahde (1)

• Chris Lamb:
  • New features:
    • Add --exclude option. (Closes: #854783)
    • Apply --max-report-size to --text reports. (Closes: #851147)
    • Add a machine-readable JSON output format. (Closes: #850791)
    • Show results from debugging packages last (Closes: #820427)
    • Specify lang="en" in HTML output. (re. #849411)
  • Bug fixes:
    • Fix errors when comparing directories with non-directories. (Closes: #835641)
    • Clean all temp files in signal handler thread instead of attempting to bubble exception back to the main thread. (Closes: #852013)
    • Correct logic of module_exists, ensuring we correctly skip tests when python3-debian is not installed. (Closes: #854745)
    • Extract archive members using an auto-incrementing integer, avoiding the need to sanitise filenames. (Closes: #854723)
    • Importing submodules (ie. parent.child) will attempt to import parent so we must catch that. (Closes: #854670)
    • Add missing Recommends for comparators. (Closes: #854655)
    • Device and RPM fallback comparisons needs xxd due to fixtures. (Closes: #854593)
    • Fix behaviour of setting report maximums to zero (ie. no limits)
  • Misc:
    • Don't uselessly run xxd(1) on non-directories.
    • Add .travis.yml from http://travis.debian.net.
    • Use diffoscope.tempfiles over tempfile.TemporaryDirectory to ensure correct cleanup at end of diffoscope run.
  • Tests:
    • Smoke test --progress output.
    • Test the --status-fd output.
    • Move many tests to use new @skip_unless_module_exists decorator.
    • Show local variables in pytest tracebacks.
• Mattia Rizzolo:
  • No need to do complex string formatting just to convert an integer in a string
• Holger Levsen:
  • README: Keep history, explain this was started in Debian.
• Ximin Luo:
  • Better way of performing the entry name sanitisation
  • Simplify call to subprocess.Popen
  • Remove pointless use of a thread
• Brett Smith:
  • diffoscope.diff: Improve FIFO writing robustness.

• Print log entry when fixing a file. (Closes: #777239)
• dh_strip_nondeterminism: Use error() from Dh_Lib.pm over manual die().

• Chris Lamb:
  • Drop raw_text fields now; we've moved them to default_storage (S3)

• Joshua Lock:
  • Link to Yocto Project on projects page

if (!require("drat")) install.packages("drat")
drat::addRepo("ghrr")
install.packages("RQuantLib")

Changes in RQuantLib version 0.4.3 (2016-08-19)

• Changes in RQuantLib code:
  • Discount curve creation has been made more general by allowing additional arguments for day counter and fixed and floating frequency (contributed by Terry Leitch in #31, plus some work by Dirk in #32).
  • Swap leg parameters are now in combined variable and allow textual description (Terry Leitch in #34 and #35)
  • BermudanSwaption has been modfied to take option expiration and swap tenors in order to enable more general swaption structure pricing; a more general search for the swaptions was developed to accomodate this. Also, a DiscountCurve is allowed as an alternative to market quotes to reduce computation time for a portfolio on a given valuation date (Terry Leitch in #42 closing issue #41).
  • A new AffineSwaption model was added with similar interface to BermudanSwaption but allowing for valuation of a European exercise swaption utlizing the same affine methods available in BermudanSwaption. AffineSwaption will also value a Bermudan swaption, but does not take rate market quotes to build a term structure and a DiscountCurve object is required (Terry Leitch in #43).
  • Swap tenors can now be defined up to 100 years (Terry Leitch in #48 fising issue #46).
  • Additional (shorter term) swap tenors are now defined (Guillaume Horel in #49, #54, #55).
  • New SABR swaption pricer (Terry Leitch in #60 and #64, small follow-up by Dirk in #65).
  • Use of Travis CI has been updated and switch to maintained fork of deprecated mainline.

This post by Dirk Eddelbuettel originated on his Thinking inside the box blog. Please report excessive re-aggregation in third-party for-profit settings.

• Submitted a number of pull requests to the Ansible sever configuration tool:
  • Add the ability to specify the --allow-unauthenticated to APT. (#2023)
  • Ignore EPIPE when flushing standard input and output to avoid unnecessary and ugly tracebacks. (#14774)
  • Add an option for ansible-playbook to exit with an error if no plays were matched. (#14742)
• Various improvements to django-slack, a library to easily post messages to the Slack group-messaging utility from projects using the Django web development framework:
  • Merged a patch from Joshua Blum to update the logging integration documentation. (#39)
  • Fixed an issue when rendering various exceptions would in themselves raise an exception. (#40)
  • Improved and merged a patch from Patrick Cloke to actually allow settings to be overriden using the @override_settings decorator. (#37)
• Updated local-debian-mirror, a package that attempts to make it easy to maintain a partial local mirror of the Debian archive:
  • Added an option to exclude DEP-11 files. (ee03b21)
  • Added an option to exclude Translation-* files. (28bbf34)
  • Corrected the phrasing of the debconf prompt to not ask a direct question to appease Lintian. (13fccc7b)
• Updated django-keyerror a library to post exceptions to the KeyError.com error tracking service to support pushing tracebacks from the Celery queue processor using the task_failure signal. (#1)
• Submitted a number of pull requests for django-zebra, a collection of utilities that make it easier to integrate the Stripe payment processor and the Django web development framework:
  • Add the ability to test an incoming Stripe webhook. (#44)
  • Prefer @require_POST over an explicit check in the view. (#43)
  • Move away from the deprecated django.conf.urls.patterns method. (#45)
• Updated django-template-tests, a tool to perform simple static analysis on Django templates prior to production to improve the robustness of dynamic test generation. (e98f9fc)
• Fixed django-force-logout a library to allow administrators to log user's out of Django projects to not require a custom JSON serialiser. (c0e5d64)
• Corrected the documentation for travis.debian.net my hosted script to easily test and build Debian packages on the Travis CI continuous integration platform to reflect the actual default mirror. (4c862f0)
• Blogged about generating dynamic Python tests using metaclasses.