observations and ideas for improvements  Don’t be afraid of throw away prototypes that don’t work  Good Research Fires Itself  Initial experiments give directions for further improvements  Problem-oriented numbers for grounding)  #2 Additional Baselines  Alternative systems w/ different runtime and compiler  Usually, not directly comparable but important for grounding  E.g.,: for SystemDS  R, Julia Spark, TensorFlow, PyTorch  Problem of Weak Baselines  Authors want to show improvements  Successive improvements over state-of-the-art don’t add up Experiments and Result Presentation [Timothy

contribute to TVML. ee Today we'ltouch on a few of those contribution areas: o Core Infrastructure Improvements to TVM o_uTVM: support for microcontrollers in TVM o_ Virtual Machine and dynamic NNs support High-Level 人 ORGREEE Te Conv2D mized RE -一 一 QQ octoML Transformer Improvements Transformer based models such as BERT have recently become very Popular and require first class 10 Virtual Machine e Many improvements from contributors at UW, AWS, and OctoML. e Initial implementation is quickly moving towards production quality. o _VM compiler VM runtime VM serialization

when they are small, say, 10 lines or fewer. You can declare functions in a way that allows the compiler to expand them inline rather than calling them through the usual function call mechanism. Inlining constructor and the move-assignment operator. The copy/move constructors can be implicitly invoked by the compiler in some situations, e.g. when passing objects by value. Objects of copyable and movable types can client and the implementation, which makes them easier to understand, maintain, and optimize by the compiler. Further, such objects can be used with generic APIs that require pass-by-value, such as most containers

Shortcuts, and then change the “Activate Brush Preset” actions under “Ten Brushes”. Workflow Improvements Comics Project Management Tools Plugin that simplifies comics creation. Organize and quickly you can place it in the bin folder of CMake, next to cmake.exe for convenience. 4. LLVM MinGW compiler toolchain Can be downloaded here: https://github.com/mstorsjo/llvm- mingw/releases/download/20 (mingw-builds). This version is no longer supported because our dependencies started requiring a more updated compiler to work. It is possible to build Krita with a newer mingw-w64 gcc toolchain, for example gcc 11

setting: early morning. We were both weary from lack of sleep and the terrible strain of programming a compiler in LISP. The limits of our patience had long been exceeded, and yet still the dam held. And then you’ll see the Conservative memory usage checkbox. Gimp will usually trade memory consumption for improvements in speed. Checking Conservative memory usage will make Gimp more concerned about memory, but it rebuild the program and find the dependent libraries. Compiling You must have make, gcc or cc (the compiler), ld, etc., in your path. Under Solaris those tools are in the /usr/ccs/bin directory, and that

Shortcuts, and then change the “Activate Brush Preset” actions under “Ten Brushes”. Workflow Improvements 만화 프로젝트 관리 도구 Plugin that simplifies comics creation. Organize and quickly access their pages you can place it in the bin folder of CMake, next to cmake.exe for convenience. 4. LLVM MinGW compiler toolchain Can be downloaded here: https://github.com/mstorsjo/llvm- mingw/releases/download/20 (mingw-builds). This version is no longer supported because our dependencies started requiring a more updated compiler to work. It is possible to build Krita with a newer mingw-w64 gcc toolchain, for example gcc 11

meticulously conduct quality filtering and proportion adjustments. We obtain code preference data based on compiler-feedback, and mathematical preference data based on the ground-truth labels. For reward model training DeepSeek-V2 Chat (RL) on standard benchmarks. Notably, DeepSeek-V2 Chat (SFT) demon- strates substantial improvements in GSM8K, MATH, and HumanEval evaluations compared with its base version. This progress can be

ramp shaders, full OSA, and many (many) more. 2.35 -- November 2004: Another version full of improvements: object hooks, curve deforms and curve tapers, particle duplicators and much more. 2.36 -- December December 2004: A stabilization version, much work behind the scene, normal and displacement mapping improvements. 2.37 -- June 2005: Transformation tools and widgets, soft bodies, force fields, deflections sculpting, retopology, multiple additional mattes, distort and filter nodes, modeling and animation improvements, better painting with multiple brushes, fluid particles, proxy objects, Sequencer rewrite, and

ramp shaders, full OSA, and many (many) more. 2.35 – November 2004: Another version full of improvements: object hooks, curve deforms and curve tapers, particle duplicators and much more. 2.36 – December December 2004: A stabilization version, much work behind the scene, normal and displacement mapping improvements. 2.37 – June 2005: Transformation tools and widgets, soft bodies, force fields, deflections sculpting, retopology, multiple additional mattes, distort and filter nodes, modeling and animation improvements, better painting with multiple brushes, fluid particles, proxy objects, Sequencer rewrite, and

ramp shaders, full OSA, and many (many) more. 2.35 -- November 2004: Another version full of improvements: object hooks, curve deforms and curve tapers, particle duplicators and much more. 2.36 -- December December 2004: A stabilization version, much work behind the scene, normal and displacement mapping improvements. 2.37 -- June 2005: Transformation tools and widgets, soft bodies, force fields, deflections sculpting, retopology, multiple additional mattes, distort and filter nodes, modeling and animation improvements, better painting with multiple brushes, fluid particles, proxy objects, Sequencer rewrite, and