diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 6c797aacc..4453ce339 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -3,7 +3,7 @@ name: build package & server on: pull_request: push: - branches: [master] + branches: [master, codecarbon_v3_rc] jobs: python-test: @@ -165,3 +165,28 @@ jobs: - name: Check formatting with Prettier working-directory: ./webapp run: npx prettier . --check + + TEMP_publish_release_candidate: + runs-on: ubuntu-latest + needs: [ python-test ] + steps: + - uses: actions/checkout@v4 + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: 3.12 + - name: Check versions + run: | + pip install -U pip requests + python3 .github/check_version.py + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install hatch==1.13.0 hatchling==1.25.0 + - name: Build package + run: hatch build -c + - name: Publish package + uses: pypa/gh-action-pypi-publish@release/v1 + with: + user: __token__ + password: ${{ secrets.PYPI_TOKEN }} diff --git a/.github/workflows/package.yml b/.github/workflows/package.yml index f1eaf3f35..1b615d547 100644 --- a/.github/workflows/package.yml +++ b/.github/workflows/package.yml @@ -2,7 +2,7 @@ name: package on: push: - branches: [master] + branches: [master, codecarbon_v3_rc] jobs: build-package: diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml index 22d6cf1ac..2bec7494c 100644 --- a/.github/workflows/pre-commit.yml +++ b/.github/workflows/pre-commit.yml @@ -3,7 +3,7 @@ name: pre-commit on: pull_request: push: - branches: [master] + branches: [master, codecarbon_v3_rc] jobs: pre-commit: diff --git a/.github/workflows/release-drafter.yml b/.github/workflows/release-drafter.yml index 6a9005065..96f659e53 100644 --- a/.github/workflows/release-drafter.yml +++ b/.github/workflows/release-drafter.yml @@ -3,14 +3,13 @@ name: Release Drafter on: push: # branches to consider in the event; optional, defaults to all - branches: - - master + branches: [master, codecarbon_v3_rc] jobs: update_release_draft: runs-on: ubuntu-latest steps: # Drafts your next Release notes as Pull Requests are merged into "master" - - uses: release-drafter/release-drafter@v5.7.0 + - uses: release-drafter/release-drafter@v6 env: GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index d1302f578..8974a7eea 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -248,11 +248,15 @@ Here is the launch.json to be able to debug examples and tests: ```json { + // Use IntelliSense to learn about possible attributes. + // Hover to view descriptions of existing attributes. + // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 "version": "0.2.0", "configurations": [ + { "name": "Python: Current File", - "type": "python", + "type": "debugpy", "request": "launch", "program": "${file}", "console": "integratedTerminal", @@ -261,13 +265,17 @@ Here is the launch.json to be able to debug examples and tests: }, { "name": "PyTest: Current File", - "type": "python", + "type": "debugpy", "request": "launch", "module": "pytest", - "args": ["${file}"], + "args": [ + "-s", + "${file}" + ], "console": "integratedTerminal", "justMyCode": true, - "env": { "PYTHONPATH": "${workspaceRoot}" } + "env": { "PYTHONPATH": "${workspaceRoot}", + "CODECARBON_ALLOW_MULTIPLE_RUNS": "True" } }, { "name": "PyTest: codecarbon monitor", @@ -279,7 +287,7 @@ Here is the launch.json to be able to debug examples and tests: ], "console": "integratedTerminal", "justMyCode": true, - "env": { "PYTHONPATH": "${workspaceRoot}" } + "env": { "PYTHONPATH": "${workspaceRoot}"} } ] } @@ -350,7 +358,7 @@ to regenerate the html files. ### Release process - Merge all PRs. -- Create a PR bumping the version with `hatch run dev:bumpver update --patch`. +- Create a PR bumping the version with `hatch run dev:bumpver update --patch`. For a release candidate, use `hatch run dev:bumpver update --set-version 3.0.0_rc1`. - Run `hatch run python3 .github/check_version.py` to check version consistancy. - Update the dependencies with `hatch-pip-compile --upgrade --all`. - [Build Documentation](#documentation) if needed with `hatch run docs:build`. diff --git a/README.md b/README.md index a71576cb3..6bd7ff939 100644 --- a/README.md +++ b/README.md @@ -172,3 +172,9 @@ Here is a sample for BibTeX: # Contact 📝 Maintainers are [@vict0rsch](https://github.com/vict0rsch) [@benoit-cty](https://github.com/benoit-cty) and [@SaboniAmine](https://github.com/saboniamine). Codecarbon is developed by volunteers from [**Mila**](http://mila.quebec) and the [**DataForGoodFR**](https://twitter.com/dataforgood_fr) community alongside donated professional time of engineers at [**Comet.ml**](https://comet.ml) and [**BCG GAMMA**](https://www.bcg.com/en-nl/beyond-consulting/bcg-gamma/default). + +## Star History + +Comparison of the number of stars accumulated by the different Python CO2 emissions projects: +[![Star History Chart](https://api.star-history.com/svg?repos=mlco2/codecarbon,lfwa/carbontracker,sb-ai-lab/Eco2AI,fvaleye/tracarbon,Breakend/experiment-impact-tracker&type=Date)](https://star-history.com/#mlco2/codecarbon&lfwa/carbontracker&sb-ai-lab/Eco2AI&fvaleye/tracarbon&Breakend/experiment-impact-tracker&Date) + diff --git a/codecarbon/_version.py b/codecarbon/_version.py index 239bf2b2b..ae6eaf5f5 100644 --- a/codecarbon/_version.py +++ b/codecarbon/_version.py @@ -1 +1 @@ -__version__ = "2.8.2" +__version__ = "3.0.0_rc1" diff --git a/codecarbon/core/api_client.py b/codecarbon/core/api_client.py index cf444e345..a57f3c8d2 100644 --- a/codecarbon/core/api_client.py +++ b/codecarbon/core/api_client.py @@ -257,8 +257,8 @@ def _create_run(self, experiment_id): gpu_count=self.conf.get("gpu_count"), gpu_model=self.conf.get("gpu_model"), # Reduce precision for Privacy - longitude=round(self.conf.get("longitude"), 1), - latitude=round(self.conf.get("latitude"), 1), + longitude=round(self.conf.get("longitude", 0), 1), + latitude=round(self.conf.get("latitude", 0), 1), region=self.conf.get("region"), provider=self.conf.get("provider"), ram_total_size=self.conf.get("ram_total_size"), diff --git a/codecarbon/core/cpu.py b/codecarbon/core/cpu.py index 539da19c7..2aa9ae229 100644 --- a/codecarbon/core/cpu.py +++ b/codecarbon/core/cpu.py @@ -5,12 +5,14 @@ """ import os +import re import shutil import subprocess import sys from typing import Dict, Optional, Tuple import pandas as pd +import psutil from rapidfuzz import fuzz, process, utils from codecarbon.core.rapl import RAPLFile @@ -19,6 +21,9 @@ from codecarbon.external.logger import logger from codecarbon.input import DataSource +# default W value per core for a CPU if no model is found in the ref csv +DEFAULT_POWER_PER_CORE = 4 + def is_powergadget_available() -> bool: """ @@ -58,6 +63,21 @@ def is_rapl_available() -> bool: return False +def is_psutil_available(): + try: + nice = psutil.cpu_times().nice + if nice > 0.1: + return True + else: + return False + except Exception as e: + logger.debug( + "Not using the psutil interface, an exception occurred while instantiating " + + f"psutil.cpu_percent : {e}", + ) + return False + + class IntelPowerGadget: """ A class to interface with Intel Power Gadget for monitoring CPU power consumption on Windows and (non-Apple Silicon) macOS. @@ -237,7 +257,7 @@ class IntelRAPL: """ - def __init__(self, rapl_dir="/sys/class/powercap/intel-rapl"): + def __init__(self, rapl_dir="/sys/class/powercap/intel-rapl/subsystem"): self._lin_rapl_dir = rapl_dir self._system = sys.platform.lower() self._rapl_files = [] @@ -275,6 +295,8 @@ def _fetch_rapl_files(self) -> None: with open(path) as f: name = f.read().strip() # Fake the name used by Power Gadget + # We ignore "core" in name as it seems to be included in "package" for Intel CPU. + # TODO: Use "dram" for memory power if "package" in name: name = f"Processor Energy Delta_{i}(kWh)" i += 1 @@ -294,7 +316,7 @@ def _fetch_rapl_files(self) -> None: logger.debug("We will read Intel RAPL files at %s", rapl_file) except PermissionError as e: raise PermissionError( - "Unable to read Intel RAPL files for CPU power, we will use a constant for your CPU power." + "PermissionError : Unable to read Intel RAPL files for CPU power, we will use a constant for your CPU power." + " Please view https://github.com/mlco2/codecarbon/issues/244" + " for workarounds : %s", e, @@ -332,8 +354,6 @@ def get_static_cpu_details(self) -> Dict: """ Return CPU details without computing them. """ - logger.debug("get_static_cpu_details %s", self._cpu_details) - return self._cpu_details def start(self) -> None: @@ -426,6 +446,18 @@ def _get_matching_cpu( start_cpu = model_raw.find(" CPU @ ") if start_cpu > 0: model_raw = model_raw[0:start_cpu] + model_raw = model_raw.replace(" CPU", "") + model_raw = re.sub(r" @\s*\d+\.\d+GHz", "", model_raw) + direct_match = process.extractOne( + model_raw, + cpu_df["Name"], + processor=lambda s: s.lower(), + scorer=fuzz.ratio, + score_cutoff=THRESHOLD_DIRECT, + ) + + if direct_match: + return direct_match[0] indirect_matches = process.extract( model_raw, cpu_df["Name"], @@ -467,10 +499,18 @@ def _main(self) -> Tuple[str, int]: + " Please contact us.", cpu_model_detected, ) + if is_psutil_available(): + # Count thread of the CPU + threads = psutil.cpu_count(logical=True) + estimated_tdp = threads * DEFAULT_POWER_PER_CORE + logger.warning( + f"We will use the default power consumption of {DEFAULT_POWER_PER_CORE} W per thread for your {threads} CPU, so {estimated_tdp}W." + ) + return cpu_model_detected, estimated_tdp return cpu_model_detected, None logger.warning( "We were unable to detect your CPU using the `cpuinfo` package." - + " Resorting to a default power consumption of 85W." + + " Resorting to a default power consumption." ) return "Unknown", None diff --git a/codecarbon/core/emissions.py b/codecarbon/core/emissions.py index c98ce620c..9a070a003 100644 --- a/codecarbon/core/emissions.py +++ b/codecarbon/core/emissions.py @@ -90,7 +90,7 @@ def get_cloud_country_iso_code(self, cloud: CloudMetadata) -> str: selected = df.loc[flags] if not len(selected): raise ValueError( - "Unable to find country name for " + "Unable to find country ISO Code for " f"cloud_provider={cloud.provider}, " f"cloud_region={cloud.region}" ) @@ -105,7 +105,7 @@ def get_cloud_geo_region(self, cloud: CloudMetadata) -> str: selected = df.loc[flags] if not len(selected): raise ValueError( - "Unable to find country name for " + "Unable to find State/City name for " f"cloud_provider={cloud.provider}, " f"cloud_region={cloud.region}" ) diff --git a/codecarbon/core/resource_tracker.py b/codecarbon/core/resource_tracker.py index 4ae910852..af3f205e1 100644 --- a/codecarbon/core/resource_tracker.py +++ b/codecarbon/core/resource_tracker.py @@ -3,8 +3,14 @@ from codecarbon.core import cpu, gpu, powermetrics from codecarbon.core.config import parse_gpu_ids -from codecarbon.core.util import detect_cpu_model, is_linux_os, is_mac_os, is_windows_os -from codecarbon.external.hardware import CPU, GPU, RAM, AppleSiliconChip +from codecarbon.core.util import ( + detect_cpu_model, + is_linux_os, + is_mac_os, + is_psutil_available, + is_windows_os, +) +from codecarbon.external.hardware import CPU, GPU, MODE_CPU_LOAD, RAM, AppleSiliconChip from codecarbon.external.logger import logger @@ -16,25 +22,69 @@ def __init__(self, tracker): def set_RAM_tracking(self): logger.info("[setup] RAM Tracking...") - self.ram_tracker = "3 Watts for 8 GB ratio constant" - ram = RAM(tracking_mode=self.tracker._tracking_mode) - self.tracker._conf["ram_total_size"] = ram.machine_memory_GB - self.tracker._hardware: List[Union[RAM, CPU, GPU, AppleSiliconChip]] = [ram] + if is_psutil_available() is not None: + self.ram_tracker = "RAM Load based on usage" + ram = RAM(tracking_mode=self.tracker._tracking_mode) + logger.info(f"Total RAM: {ram.machine_memory_GB:.1f} GB") + self.tracker._conf["ram_total_size"] = ram.machine_memory_GB + self.tracker._hardware: List[Union[RAM, CPU, GPU, AppleSiliconChip]] = [ram] + else: + logger.warning( + "psutil not available for RAM tracking, using constant values" + ) + self.ram_tracker = "3 Watts for 8 GB ratio constant" + ram = RAM(tracking_mode=self.tracker._tracking_mode) + self.tracker._conf["ram_total_size"] = ram.machine_memory_GB + self.tracker._hardware: List[Union[RAM, CPU, GPU, AppleSiliconChip]] = [ram] def set_CPU_tracking(self): logger.info("[setup] CPU Tracking...") + cpu_number = self.tracker._conf.get("cpu_physical_count") + tdp = cpu.TDP() + max_power = tdp.tdp * cpu_number if tdp.tdp is not None else None + if self.tracker._conf.get("force_mode_cpu_load", False) and tdp.tdp is not None: + if tdp.tdp is None: + logger.warning( + "Force CPU load mode requested but TDP could not be calculated. Falling back to another mode." + ) + elif cpu.is_psutil_available(): + # Register a CPU with MODE_CPU_LOAD + model = tdp.model + hardware_cpu = CPU.from_utils( + self.tracker._output_dir, + MODE_CPU_LOAD, + model, + max_power, + tracking_mode=self.tracker._tracking_mode, + ) + self.cpu_tracker = MODE_CPU_LOAD + self.tracker._conf["cpu_model"] = hardware_cpu.get_model() + self.tracker._hardware.append(hardware_cpu) + return + else: + logger.warning( + "Force CPU load mode requested but psutil is not available." + ) if cpu.is_powergadget_available() and self.tracker._default_cpu_power is None: logger.info("Tracking Intel CPU via Power Gadget") self.cpu_tracker = "Power Gadget" - hardware = CPU.from_utils(self.tracker._output_dir, "intel_power_gadget") - self.tracker._hardware.append(hardware) - self.tracker._conf["cpu_model"] = hardware.get_model() + hardware_cpu = CPU.from_utils( + self.tracker._output_dir, "intel_power_gadget" + ) + self.tracker._hardware.append(hardware_cpu) + self.tracker._conf["cpu_model"] = hardware_cpu.get_model() elif cpu.is_rapl_available(): logger.info("Tracking Intel CPU via RAPL interface") self.cpu_tracker = "RAPL" - hardware = CPU.from_utils(self.tracker._output_dir, "intel_rapl") - self.tracker._hardware.append(hardware) - self.tracker._conf["cpu_model"] = hardware.get_model() + hardware_cpu = CPU.from_utils( + output_dir=self.tracker._output_dir, mode="intel_rapl" + ) + self.tracker._hardware.append(hardware_cpu) + self.tracker._conf["cpu_model"] = hardware_cpu.get_model() + if "AMD Ryzen Threadripper" in self.tracker._conf["cpu_model"]: + logger.warning( + "The RAPL energy and power reported is divided by 2 for all 'AMD Ryzen Threadripper' as it seems to give better results." + ) # change code to check if powermetrics needs to be installed or just sudo setup elif ( powermetrics.is_powermetrics_available() @@ -72,35 +122,62 @@ def set_CPU_tracking(self): elif is_windows_os(): cpu_tracking_install_instructions = "Windows OS detected: Please install Intel Power Gadget to measure CPU" elif is_linux_os(): - cpu_tracking_install_instructions = "Linux OS detected: Please ensure RAPL files exist at \\sys\\class\\powercap\\intel-rapl to measure CPU" + cpu_tracking_install_instructions = "Linux OS detected: Please ensure RAPL files exist at /sys/class/powercap/intel-rapl/subsystem to measure CPU" logger.warning( - f"No CPU tracking mode found. Falling back on CPU constant mode. \n {cpu_tracking_install_instructions}\n" + f"No CPU tracking mode found. Falling back on estimation based on TDP for CPU. \n {cpu_tracking_install_instructions}\n" ) self.cpu_tracker = "TDP constant" - tdp = cpu.TDP() - power = tdp.tdp model = tdp.model - if (power is None) and self.tracker._default_cpu_power: + if (max_power is None) and self.tracker._default_cpu_power: # We haven't been able to calculate CPU power but user has input a default one. We use it user_input_power = self.tracker._default_cpu_power logger.debug(f"Using user input TDP: {user_input_power} W") self.cpu_tracker = "User Input TDP constant" - power = user_input_power + max_power = user_input_power logger.info(f"CPU Model on constant consumption mode: {model}") self.tracker._conf["cpu_model"] = model if tdp: - hardware = CPU.from_utils( - self.tracker._output_dir, "constant", model, power - ) - self.tracker._hardware.append(hardware) + if cpu.is_psutil_available(): + logger.warning( + "No CPU tracking mode found. Falling back on CPU load mode." + ) + hardware_cpu = CPU.from_utils( + self.tracker._output_dir, + MODE_CPU_LOAD, + model, + max_power, + tracking_mode=self.tracker._tracking_mode, + ) + self.cpu_tracker = MODE_CPU_LOAD + else: + logger.warning( + "No CPU tracking mode found. Falling back on CPU constant mode." + ) + hardware_cpu = CPU.from_utils( + self.tracker._output_dir, "constant", model, max_power + ) + self.cpu_tracker = "global constant" + self.tracker._hardware.append(hardware_cpu) else: - logger.warning( - "Failed to match CPU TDP constant. " - + "Falling back on a global constant." - ) - self.cpu_tracker = "global constant" - hardware = CPU.from_utils(self.tracker._output_dir, "constant") - self.tracker._hardware.append(hardware) + if cpu.is_psutil_available(): + logger.warning( + "Failed to match CPU TDP constant. Falling back on CPU load mode." + ) + hardware_cpu = CPU.from_utils( + self.tracker._output_dir, + MODE_CPU_LOAD, + model, + max_power, + tracking_mode=self.tracker._tracking_mode, + ) + self.cpu_tracker = MODE_CPU_LOAD + else: + logger.warning( + "Failed to match CPU TDP constant. Falling back on a global constant." + ) + self.cpu_tracker = "global constant" + hardware_cpu = CPU.from_utils(self.tracker._output_dir, "constant") + self.tracker._hardware.append(hardware_cpu) def set_GPU_tracking(self): logger.info("[setup] GPU Tracking...") @@ -130,10 +207,15 @@ def set_GPU_tracking(self): self.tracker._conf["gpu_count"] = len( gpu_devices.devices.get_gpu_static_info() ) + self.gpu_tracker = "pynvml" else: logger.info("No GPU found.") def set_CPU_GPU_ram_tracking(self): + """ + Set up CPU, GPU and RAM tracking based on the user's configuration. + param tracker: BaseEmissionsTracker object + """ self.set_RAM_tracking() self.set_CPU_tracking() self.set_GPU_tracking() diff --git a/codecarbon/core/units.py b/codecarbon/core/units.py index 1665fe487..ab8886246 100644 --- a/codecarbon/core/units.py +++ b/codecarbon/core/units.py @@ -145,3 +145,9 @@ def __add__(self, other: "Power") -> "Power": def __mul__(self, factor: float) -> "Power": return Power(self.kW * factor) + + def __truediv__(self, divisor: float) -> "Power": + return Power(self.kW / divisor) + + def __floordiv__(self, divisor: float) -> "Power": + return Power(self.kW // divisor) diff --git a/codecarbon/core/util.py b/codecarbon/core/util.py index d1d6bea41..bf8d633da 100644 --- a/codecarbon/core/util.py +++ b/codecarbon/core/util.py @@ -48,6 +48,8 @@ def resolve_path(path: Union[str, Path]) -> Path: def backup(file_path: Union[str, Path], ext: Optional[str] = ".bak") -> None: """ Resolves the path to a path then backs it up, adding the extension provided. + Warning : this function will rename the file in place, it's the calling function that will write a new file at the original path. + This function will not overwrite existing backups but add a number. Args: file_path (Union[str, Path]): Path to a file to backup. @@ -94,6 +96,46 @@ def is_linux_os() -> str: return system.startswith("lin") +def is_psutil_available() -> bool: + try: + import psutil + + psutil.cpu_times() + return True + except Exception as e: + if isinstance(e, ImportError): + logger.debug( + "Not using the psutil interface, psutil is not installed. " + + "Please `pip install psutil` to get more accurate results." + ) + logger.debug( + "Not using the psutil interface, an exception occurred while instantiating " + + f"psutil.cpu_percent : {e}", + ) + return False + + +def count_physical_cpus(): + import platform + import subprocess + + if platform.system() == "Windows": + return int(os.environ.get("NUMBER_OF_PROCESSORS", 1)) + else: + try: + output = subprocess.check_output(["lscpu"], text=True) + for line in output.split("\n"): + if "Socket(s):" in line: + return int(line.split(":")[1].strip()) + else: + return 1 + except Exception as e: + logger.warning( + f"Error while trying to count physical CPUs: {e}. Defaulting to 1." + ) + return 1 + + def count_cpus() -> int: if SLURM_JOB_ID is None: return psutil.cpu_count() @@ -111,7 +153,7 @@ def count_cpus() -> int: "Error running `scontrol show job $SLURM_JOB_ID` " + "to count SLURM-available cpus. Using the machine's cpu count." ) - return psutil.cpu_count() + return psutil.cpu_count(logical=True) num_cpus_matches = re.findall(r"NumCPUs=\d+", scontrol) @@ -120,14 +162,14 @@ def count_cpus() -> int: "Could not find NumCPUs= after running `scontrol show job $SLURM_JOB_ID` " + "to count SLURM-available cpus. Using the machine's cpu count." ) - return psutil.cpu_count() + return psutil.cpu_count(logical=True) if len(num_cpus_matches) > 1: logger.warning( "Unexpected output after running `scontrol show job $SLURM_JOB_ID` " + "to count SLURM-available cpus. Using the machine's cpu count." ) - return psutil.cpu_count() + return psutil.cpu_count(logical=True) num_cpus = num_cpus_matches[0].replace("NumCPUs=", "") logger.debug(f"Detected {num_cpus} cpus available on SLURM.") diff --git a/codecarbon/data/hardware/AMD_CPU_desktop_laptop.csv b/codecarbon/data/hardware/AMD_CPU_desktop_laptop.csv new file mode 100644 index 000000000..1416eed18 --- /dev/null +++ b/codecarbon/data/hardware/AMD_CPU_desktop_laptop.csv @@ -0,0 +1,627 @@ +"Name","Family","Series","Form Factor","# of CPU Cores","# of Threads","Max. Boost Clock","Base Clock","L2 Cache","L3 Cache","Default TDP","L1 Cache","AMD Configurable TDP (cTDP)","Processor Technology for CPU Cores","Unlocked for Overclocking","CPU Socket","Thermal Solution (PIB)","Recommended Cooler","Thermal Solution (MPK)","Max. Operating Temperature (Tjmax)","Launch Date","*OS Support","PCI Express® Version","System Memory Type","Memory Channels","System Memory Specification","Graphics Model","Graphics Core Count","Graphics Frequency","AMD Ryzen™ AI","Product ID Boxed","Product ID Tray","Product ID MPK","Supported Technologies" +"AMD Ryzen™ AI Max+ PRO 395","Ryzen PRO","Ryzen AI Max PRO 300 Series","Laptops , Desktops","16","32","Up to 5.1 GHz","3 GHz","16 MB","64 MB","55W","","45-120W","TSMC 4nm FinFET","","FP11","","","","100°C","","Windows 11 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 4.0","256-bit LPDDR5x","","","Radeon 8060S Graphics","40","2900 MHz","Available","","100-000001243","","" +"AMD Ryzen™ AI Max PRO 390","Ryzen PRO","Ryzen AI Max PRO 300 Series","Laptops , Desktops","12","24","Up to 5 GHz","3.2 GHz","12 MB","64 MB","55W","","45-120W","TSMC 4nm FinFET","","FP11","","","","100°C","","Windows 11 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 4.0","256-bit LPDDR5x","","","Radeon 8050S Graphics","32","2800 MHz","Available","","100-000001421","","" +"AMD Ryzen™ AI Max PRO 385","Ryzen PRO","Ryzen AI Max PRO 300 Series","Laptops , Desktops","8","16","Up to 5 GHz","3.6 GHz","8 MB","32 MB","55W","","45-120W","TSMC 4nm FinFET","","FP11","","","","100°C","","Windows 11 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 4.0","256-bit LPDDR5x","","","Radeon 8050S Graphics","32","2800 MHz","Available","","100-000001422","","" +"AMD Ryzen™ AI Max PRO 380","Ryzen PRO","Ryzen AI Max PRO 300 Series","Laptops , Desktops","6","12","Up to 4.9 GHz","3.6 GHz","6 MB","16 MB","55W","","45-120W","TSMC 4nm FinFET","","FP11","","","","100°C","","Windows 11 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 4.0","128-bit LPDDR5x","","","Radeon 8040S Graphics","16","2800 MHz","Available","","100-000001425","","" +"AMD Ryzen™ AI 9 HX PRO 375","Ryzen","Ryzen AI PRO 300 Series","Laptops , Desktops","12","24","Up to 5.1 GHz","2 GHz","12 MB","24 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KB","","14nm","No","AM4","","","","95°C","","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","","2","Up to 2667 MT/s","Radeon™ Vega 3 Graphics","3","1000 MHz","","","YD200BC6M2OFB","YD200BC6FBMPK","" +"AMD Athlon™ 240GE","Athlon","Athlon 200 Series","Desktops","2","4","","3.5 GHz","1 MB","4 MB","35W","192 KB","","14nm","No","AM4","","","","95°C","","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","","2","Up to 2667 MT/s","Radeon™ Vega 3 Graphics","3","1000 MHz","","","YD240GC6M2OFB","YD240GC6FBMPK","" +"AMD Athlon™ 220GE","Athlon","Athlon 200 Series","Desktops , Boxed Processor","2","4","","3.4 GHz","1 MB","4 MB","35W","192 KB","","14nm","No","AM4","","","","95°C","","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","","2","Up to 2667 MT/s","Radeon™ Vega 3 Graphics","3","1000 MHz","","","YD220GC6M2OFB","YD220GC6FBMPK","" +"AMD Athlon™ 200GE","Athlon","Athlon 200 Series","Desktops , Boxed Processor","2","4","","3.2 GHz","1 MB","4 MB","35W","192 KB","","14nm","No","AM4","","","","95°C","","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","","2","Up to 2667 MT/s","Radeon™ Vega 3 Graphics","3","1000 MHz","","YD200GC6FBBOX","YD200GC6M2OFB / YD20GGC6M2OFB","YD200GC6FBMPK","" +"AMD Ryzen™ Threadripper™ 2990WX","Ryzen Threadripper","Ryzen Threadripper 2000 Series","Desktops , Boxed Processor","32","64","Up to 4.2 GHz","3 GHz","16 MB","64 MB","250W","3072 KB","","12nm","Yes","sTR4","Not Included","","","68°C","8/13/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","4","Up to 2933 MT/s","Discrete Graphics Card Required","","","","YD299XAZAFWOF","YD299XAZUIHAF","","AMD SenseMI Technology , AMD Zen Core Architecture , AMD Ryzen™ Master Utility" +"AMD Ryzen™ Threadripper™ 2970WX","Ryzen Threadripper","Ryzen Threadripper 2000 Series","Desktops , Boxed Processor","24","48","Up to 4.2 GHz","3 GHz","12 MB","64 MB","250W","2304 KB","","12nm","Yes","sTR4","Not Included","","","68°C","10/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","4","Up to 2933 MT/s","Discrete Graphics Card Required","","","","YD297XAZAFWOF","YD297XAZUHCAF","","AMD SenseMI Technology , AMD Zen Core Architecture , AMD Ryzen™ Master Utility" +"AMD Ryzen™ Threadripper™ 2950X","Ryzen Threadripper","Ryzen Threadripper 2000 Series","Desktops , Boxed Processor","16","32","Up to 4.4 GHz","3.5 GHz","8 MB","32 MB","180W","1536 KB","","12nm","Yes","sTR4","Not Included","","","68°C","8/31/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","4","Up to 2933 MT/s","Discrete Graphics Card Required","","","","YD295XA8AFWOF","YD295XA8UGAAF","","AMD SenseMI Technology , AMD Zen Core Architecture , AMD Ryzen™ Master Utility" +"AMD Ryzen™ Threadripper™ 2920X","Ryzen Threadripper","Ryzen Threadripper 2000 Series","Desktops , Boxed Processor","12","24","Up to 4.3 GHz","3.5 GHz","6 MB","32 MB","180W","1152 KB","","12nm","Yes","sTR4","Not Included","","","68°C","10/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","4","Up to 2933 MT/s","Discrete Graphics Card Required","","","","YD292XA8AFWOF","YD292XA8UC9AF","","AMD SenseMI Technology , AMD Zen Core Architecture , AMD Ryzen™ Master Utility" +"AMD Ryzen™ 7 PRO 2700X","Ryzen PRO","Ryzen PRO 2000 Series","Desktops","8","16","Up to 4.1 GHz","3.6 GHz","4 MB","16 MB","95W","768 KB","","12nm","No","AM4","Not Included","","AMD Wraith Spire","95°C","","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2933 MT/s","Discrete Graphics Card Required","","","","","YD27BXBAM88AF","YD27BXBAAFMPK","AMD GuardMI Technology , DASH 1.2" +"AMD Ryzen™ 7 PRO 2700U","Ryzen PRO","Ryzen PRO 2000 Series","Laptops , Desktops","4","8","Up to 3.8 GHz","2.2 GHz","2 MB","4 MB","15W","384 KB","12-25W","14nm","No","FP5","","","","95°C","Q1 2019","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","Radeon™ Vega 10 Graphics","10","1300 MHz","","","YM270BC4T4MFB","","AMD PRO security , AMD SenseMI Technology , AMD Zen Core Architecture , DASH 1.2" +"AMD Ryzen™ 7 PRO 2700","Ryzen PRO","Ryzen PRO 2000 Series","Desktops","8","16","Up to 4.1 GHz","3.2 GHz","4 MB","16 MB","65W","768 KB","","12nm","No","AM4","Not Included","","AMD Wraith Spire","95°C","","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2933 MT/s","Discrete Graphics Card Required","","","","","YD270BBBM88AF","YD270BBBAFMPK","AMD GuardMI Technology , DASH 1.2" +"AMD Ryzen™ 5 PRO 2600","Ryzen PRO","Ryzen PRO 2000 Series","Desktops","6","12","Up to 3.9 GHz","3.4 GHz","3 MB","16 MB","65W","576 KB","","12nm","No","AM4","Not Included","","AMD Wraith Spire","95°C","","Windows 11 - 64-Bit Edition , Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2933 MT/s","Discrete Graphics Card Required","","","","","YD260BBBM6IAF","YD260BBBAFMPK","AMD GuardMI Technology , DASH 1.2" +"AMD Ryzen™ 5 PRO 2500U","Ryzen PRO","Ryzen PRO 2000 Series","Laptops , Desktops","4","8","Up to 3.6 GHz","2 GHz","2 MB","4 MB","15W","384 KB","12-25W","14nm","No","FP5","","","","95°C","Q1 2019","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","Radeon™ Vega 8 Graphics","8","1100 MHz","","","YM250BC4T4MFB","","AMD PRO security , AMD SenseMI Technology , AMD Zen Core Architecture , DASH 1.2" +"AMD Ryzen™ 5 PRO 2400GE with Radeon™ Vega 11 Graphics","Ryzen PRO","Ryzen PRO 2000 Series","Desktops","4","8","Up to 3.8 GHz","3.2 GHz","2 MB","4 MB","35W","384 KB","","14nm FinFET","No","AM4","Not Included","","AMD Wraith Stealth","95°C","5/10/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x8","DDR4","2","Up to 2933 MT/s","Radeon™ Vega 11 Graphics","11","1250 MHz","","","YD240BC6M4MFB","YD240BC6FBMPK","AMD GuardMI Technology , AMD SenseMI Technology , AMD Zen Core Architecture , DASH 1.2" +"AMD Ryzen™ 5 PRO 2400G with Radeon™ Vega 11 Graphics","Ryzen PRO","Ryzen PRO 2000 Series","Desktops","4","8","Up to 3.9 GHz","3.6 GHz","2 MB","4 MB","65W","384 KB","46-65W","14nm FinFET","No","AM4","AMD Wraith Stealth","","AMD Wraith Spire","95°C","5/10/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","","2","Up to 2933 MT/s","Radeon™ Vega 11 Graphics","11","1250 MHz","","","YD240BC5M4MFB","YD240BC5FBMPK","AMD GuardMI Technology , AMD SenseMI Technology , AMD Zen Core Architecture , DASH 1.2" +"AMD Ryzen™ 3 PRO 2300U","Ryzen PRO","Ryzen PRO 2000 Series","Laptops , Desktops","4","4","Up to 3.4 GHz","2 GHz","2 MB","4 MB","15W","384 KB","12-25W","14nm","No","FP5","","","","95°C","Q1 2019","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","Radeon™ Vega 6 Graphics","6","1100 MHz","","","YM230BC4T4MFB","","AMD PRO security , AMD SenseMI Technology , AMD Zen Core Architecture , DASH 1.2" +"AMD Ryzen™ 3 PRO 2200GE with Radeon™ Vega 8 Graphics","Ryzen PRO","Ryzen PRO 2000 Series","Desktops","4","4","Up to 3.6 GHz","3.2 GHz","2 MB","4 MB","35W","384 KB","","14nm FinFET","No","AM4","Not Included","","AMD Wraith Stealth","95°C","5/10/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x8","DDR4","2","Up to 2933 MT/s","Radeon™ Vega 8 Graphics","8","1100 MHz","","","YD220BC6M4MFB","YD220BC6FBMPK","AMD GuardMI Technology , AMD SenseMI Technology , AMD Zen Core Architecture , DASH 1.2" +"AMD Ryzen™ 3 PRO 2200G with Radeon™ Vega 8 Graphics","Ryzen PRO","Ryzen PRO 2000 Series","Desktops","4","4","Up to 3.7 GHz","3.5 GHz","2 MB","4 MB","65W","384 KB","46-65W","14nm FinFET","No","AM4","AMD Wraith Stealth","","AMD Wraith Spire","95°C","5/10/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","","2","Up to 2933 MT/s","Radeon™ Vega 8 Graphics","8","1100 MHz","","","YD220BC5M4MFB","YD220BC5FBMPK","AMD GuardMI Technology , AMD SenseMI Technology , AMD Zen Core Architecture , DASH 1.2" +"AMD Ryzen™ 7 2800H","Ryzen","Ryzen 2000 Series","Laptops , Desktops","4","8","Up to 3.8 GHz","3.3 GHz","2 MB","4 MB","45W","192 KB","35-54W","14nm","No","FP5","","","","95°C","9/10/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","","2","Up to 3200 MT/s","Radeon™ RX Vega 11 Graphics","11","1300 MHz","","","YM2800C3T4MFB","","AMD SenseMI Technology , AMD Zen Core Architecture , AMD FreeSync™ Technology , DirectX® 12 Technology" +"AMD Ryzen™ 7 2700X","Ryzen","Ryzen 2000 Series","Desktops , Boxed Processor","8","16","Up to 4.3 GHz","3.7 GHz","4 MB","16 MB","105W","768 KB","","12nm FinFET","Yes","AM4","Wraith Prism with RGB LED","","AMD Wraith Prism","85°C","4/19/2018","Windows 11 - 64-Bit Edition , Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2933 MT/s","Discrete Graphics Card Required","","","","YD270XBGAFBOX","YD270XBGM88AF","YD270XBGAFMPK","AMD StoreMI Technology , AMD SenseMI Technology , AMD Ryzen™ Master Utility , AMD Ryzen™ VR-Ready Premium" +"AMD Ryzen™ 7 2700U","Ryzen","Ryzen 2000 Series","Laptops , Desktops","4","8","Up to 3.8 GHz","2.2 GHz","2 MB","4 MB","15W","384 KB","12-25W","14nm","No","FP5","","","","95°C","10/26/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","Radeon™ RX Vega 10 Graphics","10","1300 MHz","","","YM2700C4T4MFB","","AMD SenseMI Technology , AMD Zen Core Architecture , AMD FreeSync™ Technology , DirectX® 12 Technology , VCN" +"AMD Ryzen™ 7 2700E Processor","Ryzen","Ryzen 2000 Series","Desktops","8","16","Up to 4 GHz","2.8 GHz","4 MB","16 MB","45W","768 KB","","12nm","Yes","AM4","Not Included","","AMD Wraith Stealth","95°C","09/2018","Windows 11 - 64-Bit Edition , Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","","YD270EBHM88AF","YD270EBHAFMPK","AMD GuardMI Technology , AMD StoreMI Technology , AMD SenseMI Technology , AMD Zen Core Architecture , DASH 1.2" +"AMD Ryzen™ 7 2700","Ryzen","Ryzen 2000 Series","Desktops , Boxed Processor","8","16","Up to 4.1 GHz","3.2 GHz","4 MB","16 MB","65W","768 KB","","12nm FinFET","Yes","AM4","Wraith Spire with RGB LED","","AMD Wraith Spire","95°C","4/19/2018","Windows 11 - 64-Bit Edition , Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2933 MT/s","Discrete Graphics Card Required","","","","YD2700BBAFBOX","YD2700BBM88AF","YD2700BBAFMPK","AMD StoreMI Technology , AMD SenseMI Technology , AMD Ryzen™ Master Utility , AMD Ryzen™ VR-Ready Premium" +"AMD Ryzen™ 5 2600X","Ryzen","Ryzen 2000 Series","Desktops , Boxed Processor","6","12","Up to 4.2 GHz","3.6 GHz","3 MB","16 MB","95W","576 KB","","12nm FinFET","Yes","AM4","AMD Wraith Spire","","AMD Wraith Spire","95°C","4/19/2018","Windows 11 - 64-Bit Edition , Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2933 MT/s","Discrete Graphics Card Required","","","","YD260XBCAFBOX","YD260XBCM6IAF","YD260XBCAFMPK","AMD StoreMI Technology , AMD SenseMI Technology , AMD Ryzen™ Master Utility , AMD Ryzen™ VR-Ready Premium" +"AMD Ryzen™ 5 2600H","Ryzen","Ryzen 2000 Series","Laptops , Desktops","4","8","Up to 3.6 GHz","3.2 GHz","2 MB","4 MB","45W","192 KB","35-54W","14nm","No","FP5","","","","95°C","9/10/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","","2","Up to 3200 MT/s","Radeon™ Vega 8 Graphics","8","1100 MHz","","","YM2600C3T4MFB","","AMD SenseMI Technology , AMD Zen Core Architecture , AMD FreeSync™ Technology , DirectX® 12 Technology" +"AMD Ryzen™ 5 2600E","Ryzen","Ryzen 2000 Series","Desktops","6","12","Up to 4 GHz","3.1 GHz","3 MB","16 MB","45W","578 KB","","12nm","Yes","AM4","Not Included","","AMD Wraith Stealth","95°C","09/2018","Windows 11 - 64-Bit Edition , Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","","YD260EBHM6IAF","YD260EBHAFMPK","AMD StoreMI Technology , AMD SenseMI Technology , AMD Zen Core Architecture" +"AMD Ryzen™ 5 2600","Ryzen","Ryzen 2000 Series","Desktops , Boxed Processor","6","12","Up to 3.9 GHz","3.4 GHz","3 MB","16 MB","65W","576 KB","","12nm FinFET","Yes","AM4","AMD Wraith Stealth","","AMD Wraith Stealth","95°C","4/19/2018","Windows 11 - 64-Bit Edition , Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2933 MT/s","Discrete Graphics Card Required","","","","YD2600BBAFBOX","YD2600BBM6IAF","YD2600BBAFMPK","AMD StoreMI Technology , AMD SenseMI Technology , AMD Ryzen™ Master Utility , AMD Ryzen™ VR-Ready Premium" +"AMD Ryzen™ 5 2500X","Ryzen","Ryzen 2000 Series","Desktops","4","8","Up to 4 GHz","3.6 GHz","2 MB","8 MB","65W","384 KB","","12nm","Yes","AM4","Not Included","","AMD Wraith Stealth","95°C","9/10/2018","Windows 11 - 64-Bit Edition , Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2933 MT/s","Discrete Graphics Card Required","","","","","YD250XBBM4KAF","YD250XBBAFMPK","" +"AMD Ryzen™ 5 2500U","Ryzen","Ryzen 2000 Series","Laptops , Desktops","4","8","Up to 3.6 GHz","2 GHz","2 MB","4 MB","15W","384 KB","12-25W","14nm","No","FP5","","","","95°C","10/26/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","Radeon™ Vega 8 Graphics","8","1100 MHz","","","YM2500C4T4MFB","","AMD SenseMI Technology , AMD Zen Core Architecture , AMD FreeSync™ Technology , DirectX® 12 Technology , VCN" +"AMD Ryzen™ 5 2400GE with Radeon™ RX Vega 11 Graphics","Ryzen","Ryzen 2000 Series","Desktops","4","8","Up to 3.8 GHz","3.2 GHz","2 MB","4 MB","35W","384 KB","","14nm FinFET","Yes","AM4","Not Included","","AMD Wraith Stealth","95°C","4/19/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x8","DDR4","2","Up to 2933 MT/s","Radeon™ RX Vega 11 Graphics","11","1250 MHz","","","YD2400C6M4MFB","YD2400C6FBMPK","AMD VR Ready Processors , AMD Ryzen™ Master Utility , DirectX® 12 Technology" +"AMD Ryzen™ 5 2400G with Radeon™ RX Vega 11 Graphics","Ryzen","Ryzen 2000 Series","Desktops , Boxed Processor","4","8","Up to 3.9 GHz","3.6 GHz","2 MB","4 MB","65W","384 KB","46-65W","14nm FinFET","Yes","AM4","AMD Wraith Stealth","","","95°C","2/12/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x8","DDR4","2","Up to 2933 MT/s","Radeon™ RX Vega 11 Graphics","11","1250 MHz","","YD2400C5FBBOX","YD2400C5M4MFB","YD2400C5FBMPK","AMD Software Adrenalin Edition , AMD SenseMI Technology , AMD VR Ready Processors , AMD Ryzen™ Master Utility , Enmotus FuzeDrive™ for AMD Ryzen™ , AMD FreeSync™ Technology" +"AMD Ryzen™ 3 2300X","Ryzen","Ryzen 2000 Series","Desktops","4","4","Up to 4 GHz","3.5 GHz","2 MB","8 MB","65W","384 KB","","12nm","Yes","AM4","Not Included","","AMD Wraith Stealth","95°C","9/10/2018","Windows 11 - 64-Bit Edition , Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2933 MT/s","Discrete Graphics Card Required","","","","","YD230XBBM4KAF","YD230XBBAFMPK","" +"AMD Ryzen™ 3 2300U","Ryzen","Ryzen 2000 Series","Laptops , Desktops","4","4","Up to 3.4 GHz","2 GHz","2 MB","4 MB","15W","384 KB","12-25W","14nm","No","FP5","","","","95°C","1/8/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","Radeon™ Vega 6 Graphics","6","1100 MHz","","","YM2300C4T4MFB","","AMD SenseMI Technology , AMD Zen Core Architecture , AMD FreeSync™ Technology , DirectX® 12 Technology" +"AMD Ryzen™ 3 2200U","Ryzen","Ryzen 2000 Series","Laptops , Desktops","2","4","Up to 3.4 GHz","2.5 GHz","1 MB","4 MB","15W","384 KB","12-25W","14nm","No","FP5","","","","95°C","1/8/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","Radeon™ Vega 3 Graphics","3","1100 MHz","","","YM2200C4T2OFB","","AMD SenseMI Technology , AMD Zen Core Architecture , DirectX® 12 Technology" +"AMD Ryzen™ 3 2200GE with Radeon™ Vega 8 Graphics","Ryzen","Ryzen 2000 Series","Desktops","4","4","Up to 3.6 GHz","3.2 GHz","2 MB","4 MB","35W","384 KB","","14nm FinFET","Yes","AM4","Not Included","","AMD Wraith Stealth","95°C","4/19/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x8","DDR4","2","Up to 2933 MT/s","Radeon™ Vega 8 Graphics","8","1100 MHz","","","YD2200C6M4MFB","YD2200C6FBMPK","AMD VR Ready Processors , AMD Ryzen™ Master Utility , DirectX® 12 Technology" +"AMD Ryzen™ 3 2200G with Radeon™ Vega 8 Graphics","Ryzen","Ryzen 2000 Series","Desktops , Boxed Processor","4","4","Up to 3.7 GHz","3.5 GHz","2 MB","4 MB","65W","384 KB","46-65W","14nm FinFET","Yes","AM4","AMD Wraith Stealth","","AMD Wraith Stealth","95°C","2/12/2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x8","DDR4","2","Up to 2933 MT/s","Radeon™ Vega 8 Graphics","8","1100 MHz","","YD2200C5FBBOX","YD2200C5M4MFB","YD2200C5FBMPK","AMD Software Adrenalin Edition , AMD SenseMI Technology , AMD VR Ready Processors , AMD Ryzen™ Master Utility , Enmotus FuzeDrive™ for AMD Ryzen™ , AMD FreeSync™ Technology" +"AMD Ryzen™ Threadripper™ 1950X","Ryzen Threadripper","Ryzen Threadripper 1000 Series","Desktops , Boxed Processor","16","32","Up to 4 GHz","3.4 GHz","8 MB","32 MB","180W","1536 KB","","14nm","Yes","sTR4","Not Included","","","68°C","7/31/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","4","Up to 2667 MT/s","Discrete Graphics Card Required","","","","YD195XA8AEWOF","YD195XA8UGAAE","","AMD SenseMI Technology , AMD Zen Core Architecture , AMD Ryzen™ Master Utility , AMD Ryzen™ VR-Ready Premium , Virtualization , Enmotus FuzeDrive™ for AMD Ryzen™ , AES , AVX2 , FMA3" +"AMD Ryzen™ Threadripper™ 1920X","Ryzen Threadripper","Ryzen Threadripper 1000 Series","Desktops , Boxed Processor","12","24","Up to 4 GHz","3.5 GHz","6 MB","32 MB","180W","1152 KB","","14nm","Yes","sTR4","Not Included","","","68°C","7/31/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","4","Up to 2667 MT/s","Discrete Graphics Card Required","","","","YD192XA8AEWOF","YD192XA8UC9AE","","AMD SenseMI Technology , AMD Zen Core Architecture , AMD Ryzen™ Master Utility , AMD Ryzen™ VR-Ready Premium , Virtualization , Enmotus FuzeDrive™ for AMD Ryzen™ , AES , AVX2 , FMA3" +"AMD Ryzen™ Threadripper™ 1900X","Ryzen Threadripper","Ryzen Threadripper 1000 Series","Desktops , Boxed Processor","8","16","Up to 4 GHz","3.8 GHz","4 MB","16 MB","180W","768 KB","","14nm","Yes","sTR4","Not Included","","","68°C","8/31/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","4","Up to 2667 MT/s","Discrete Graphics Card Required","","","","YD190XA8AEWOF","YD190XA8U8QAE","","AMD SenseMI Technology , AMD Ryzen™ VR-Ready Premium , Virtualization , Enmotus FuzeDrive™ for AMD Ryzen™ , AES , AVX2 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 7 PRO 1700X Processor","Ryzen PRO","Ryzen PRO 1000 Series","Desktops","8","16","Up to 3.8 GHz","3.4 GHz","4 MB","16 MB","95W","","","14nm","No","AM4","","","AMD Wraith Spire","95°C","6/29/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","","YD17XBBAM88AE","YD17XBBAAEMPK","AMD GuardMI Technology , AMD SenseMI Technology , Virtualization , DASH 1.2 , Secure Boot , Trusted Applications , TSM Encryption , AES , AVX2 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 7 PRO 1700","Ryzen PRO","Ryzen PRO 1000 Series","Desktops","8","16","Up to 3.7 GHz","3 GHz","4 MB","16 MB","65W","768 KB","","14nm","No","AM4","","","AMD Wraith Spire","95°C","6/29/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","","YD170BBBM88AE","YD170BBBAEMPK","AMD GuardMI Technology , AMD SenseMI Technology , Virtualization , DASH 1.2 , Secure Boot , Trusted Applications , TSM Encryption , AES , AVX2 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 5 PRO 1600","Ryzen PRO","Ryzen PRO 1000 Series","Desktops","6","12","Up to 3.6 GHz","3.2 GHz","3 MB","16 MB","65W","576 KB","","14nm","No","AM4","","","AMD Wraith Spire","95°C","6/29/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","","YD160BBBM6IAE","YD160BBBAEMPK","AMD GuardMI Technology , AMD SenseMI Technology , Virtualization , DASH 1.2 , Secure Boot , Trusted Applications , TSM Encryption , AES , AVX2 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 5 PRO 1500","Ryzen PRO","Ryzen PRO 1000 Series","Desktops","4","8","Up to 3.7 GHz","3.5 GHz","2 MB","16 MB","65W","384 KB","","14nm","No","AM4","","","AMD Wraith Spire","95°C","6/29/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","","YD150BBBM4GAE","YD150BBBAEMPK","AMD GuardMI Technology , AMD SenseMI Technology , Virtualization , DASH 1.2 , Secure Boot , Trusted Applications , TSM Encryption , AES , AVX2 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 3 PRO 1300","Ryzen PRO","Ryzen PRO 1000 Series","Desktops","4","4","Up to 3.7 GHz","3.5 GHz","2 MB","8 MB","65W","384 KB","","14nm","No","AM4","","","AMD Wraith Spire","95°C","6/29/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","","YD130BBBM4KAE","YD130BBBAEMPK","AMD GuardMI Technology , AMD SenseMI Technology , Virtualization , DASH 1.2 , Secure Boot , Trusted Applications , TSM Encryption , AES , AVX2 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 3 PRO 1200","Ryzen PRO","Ryzen PRO 1000 Series","Desktops","4","4","Up to 3.4 GHz","3.1 GHz","2 MB","8 MB","65W","384 KB","","14nm","No","AM4","SR2ni","","AMD Wraith Spire","95°C","6/29/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","","YD120BBBM4KAE","YD120BBBAEMPK","AMD GuardMI Technology , AMD SenseMI Technology , Virtualization , DASH 1.2 , Secure Boot , Trusted Applications , TSM Encryption , AES , AVX2 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 7 1800X","Ryzen","Ryzen 1000 Series","Desktops , Boxed Processor","8","16","Up to 4 GHz","3.6 GHz","4 MB","16 MB","95W","768 KB","","14nm","Yes","AM4","Not Included","","AMD Wraith Max","95°C","3/2/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","YD180XBCAEWOF","YD180XBCM88AE","YD180XBCAEMPK","AMD SenseMI Technology , AMD Zen Core Architecture , AMD Ryzen™ Master Utility , Virtualization , Enmotus FuzeDrive™ for AMD Ryzen™ , AES , AVX , FMA3 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 7 1700X","Ryzen","Ryzen 1000 Series","Desktops , Boxed Processor","8","16","Up to 3.8 GHz","3.4 GHz","4 MB","16 MB","95W","768 KB","","14nm","Yes","AM4","Not Included","","AMD Wraith Max","95°C","3/2/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","YD170XBCAEWOF","YD170XBCM88AE","YD170XBCAEMPK","AMD SenseMI Technology , AMD Zen Core Architecture , AMD Ryzen™ Master Utility , Virtualization , Enmotus FuzeDrive™ for AMD Ryzen™ , AES , AVX , FMA3 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 7 1700 Processor","Ryzen","Ryzen 1000 Series","Desktops , Boxed Processor","8","16","Up to 3.7 GHz","3 GHz","4 MB","16 MB","65W","768 KB","","14nm","Yes","AM4","Wraith Spire (LED)","","AMD Wraith Spire","95°C","3/2/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","YD1700BBAEBOX","YD1700BBM88AE","YD1700BBAEMPK","AMD GuardMI Technology , AMD SenseMI Technology , AMD Zen Core Architecture , AMD Ryzen™ Master Utility , Virtualization , Enmotus FuzeDrive™ for AMD Ryzen™ , DASH 1.2 , AES , AVX , FMA3 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 5 1600X","Ryzen","Ryzen 1000 Series","Desktops , Boxed Processor","6","12","Up to 4 GHz","3.6 GHz","3 MB","16 MB","95W","576 KB","","14nm","Yes","AM4","Not Included","","AMD Wraith Max","95°C","4/11/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","YD160XBCAEWOF","YD160XBCM6IAE","YD160XBCAEMPK","AMD SenseMI Technology , AMD Zen Core Architecture , AMD Ryzen™ Master Utility , Virtualization , Enmotus FuzeDrive™ for AMD Ryzen™ , AES , AVX2 , FMA3 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 5 1600","Ryzen","Ryzen 1000 Series","Desktops , Boxed Processor","6","12","Up to 3.6 GHz","3.2 GHz","3 MB","16 MB","65W","576 KB","","14nm","Yes","AM4","Wraith Spire (No LED)","","AMD Wraith Spire","95°C","4/11/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","YD1600BBAEBOX","YD1600BBM6IAE","YD1600BBAEMPK","AMD SenseMI Technology , AMD Zen Core Architecture , AMD Ryzen™ Master Utility , Virtualization , Enmotus FuzeDrive™ for AMD Ryzen™ , AES , AVX2 , FMA3 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 5 1600 (AF)","Ryzen","Ryzen 1000 Series","Desktops , Boxed Processor","6","12","Up to 3.6 GHz","3.2 GHz","3 MB","16 MB","65W","576 KB","","12nm","Yes","AM4","AMD Wraith Stealth","","","95°C","","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","YD1600BBAFBOX","","","AMD SenseMI Technology , AMD Zen Core Architecture , AMD Ryzen™ Master Utility , Virtualization , Enmotus FuzeDrive™ for AMD Ryzen™ , AES , AVX2 , FMA3 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 5 1500X","Ryzen","Ryzen 1000 Series","Desktops , Boxed Processor","4","8","Up to 3.7 GHz","3.5 GHz","2 MB","16 MB","65W","384 KB","","14nm","Yes","AM4","Wraith Spire (No LED)","","AMD Wraith Spire","95°C","4/11/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","YD150XBBAEBOX","YD150XBBM4GAE","YD150XBBAEMPK","AMD SenseMI Technology , AMD Zen Core Architecture , AMD Ryzen™ Master Utility , Virtualization , Enmotus FuzeDrive™ for AMD Ryzen™ , AES , AVX2 , FMA3 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 5 1400","Ryzen","Ryzen 1000 Series","Desktops , Boxed Processor","4","8","Up to 3.4 GHz","3.2 GHz","2 MB","8 MB","65W","384 KB","","14nm","Yes","AM4","AMD Wraith Stealth","","AMD Wraith Stealth","95°C","4/11/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","YD1400BBAEBOX","YD1400BBM4KAE","YD1400BBAEMPK","AMD SenseMI Technology , AMD Zen Core Architecture , AMD Ryzen™ Master Utility , Virtualization , Enmotus FuzeDrive™ for AMD Ryzen™ , AVX2 , FMA3 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 3 1300X","Ryzen","Ryzen 1000 Series","Desktops , Boxed Processor","4","4","Up to 3.7 GHz","3.5 GHz","2 MB","8 MB","65W","384 KB","","14nm","Yes","AM4","AMD Wraith Stealth","","AMD Wraith Stealth","95°C","7/27/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","YD130XBBAEBOX","YD130XBBM4KAE","YD130XBBAEMPK","AMD SenseMI Technology , AMD Zen Core Architecture , AMD Ryzen™ Master Utility , Enmotus FuzeDrive™ for AMD Ryzen™ , AVX2 , FMA3 , XFR (Extended Frequency Range)" +"AMD Ryzen™ 3 1200","Ryzen","Ryzen 1000 Series","Desktops , Boxed Processor","4","4","Up to 3.4 GHz","3.1 GHz","2 MB","8 MB","65W","384 KB","","14nm","Yes","AM4","AMD Wraith Stealth","","AMD Wraith Stealth","95°C","7/27/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x16","DDR4","2","Up to 2667 MT/s","Discrete Graphics Card Required","","","","YD1200BBAEBOX","YD1200BBM4KAE","YD1200BBAEMPK","AMD SenseMI Technology , AMD Zen Core Architecture , AMD VR Ready Processors , Enmotus FuzeDrive™ for AMD Ryzen™ , AVX2 , FMA3 , XFR (Extended Frequency Range)" +"AMD 3020e","AMD","AMD 3000 Series","Laptops , Desktops","2","2","Up to 2.6 GHz","1.2 GHz","1 MB","4 MB","6W","","","14nm","","","","","","","1/6/2020","Windows 11 - 64-Bit Edition , Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","AMD Radeon™ Graphics","3","1000 MHz","","","YM3020C7T2OFG​","","" +"AMD 3015e","AMD","AMD 3000 Series","Laptops , Desktops","2","4","Up to 2.3 GHz","1.2 GHz","1 MB","4 MB","6W","","","14nm","No","FT5","","","","105°C","7/6/2020","Windows 11 - 64-Bit Edition , Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","1","Up to 1600 MT/s","AMD Radeon™ Graphics","3","600 MHz","","","AM3015BRP2OFJ","","" +"AMD 3015Ce","AMD","AMD 3000 Series","Laptops , Desktops","2","4","Up to 2.3 GHz","1.2 GHz","1 MB","4 MB","6W","","","14nm","No","FT5","","","","105°C","4/29/2021","ChromeOS","PCIe® 3.0","DDR4","1","Up to 1600 MT/s","Radeon™ Graphics","3","600 MHz","","","AM301CBRP2OFJ","","" +"FX-9590","FX-Series","FX 8-Core Black Edition Processors","Desktops","8","8","Up to 5 GHz","4.7 GHz","8 MB","8 MB","220W","384 KB","","32nm SOI","Yes","AM3+","","","","57°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD9590FHHKWOF","FD9590FHW8KHK","","AES" +"FX-9370","FX-Series","FX 8-Core Black Edition Processors","Desktops","8","8","Up to 4.7 GHz","4.4 GHz","8 MB","8 MB","220W","384 KB","","32nm SOI","Yes","AM3+","","","","57°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD9370FHHKWOF","FD9370FHW8KHK","","AES" +"FX-8370E","FX-Series","FX 8-Core Black Edition Processors","Desktops","8","8","Up to 4.3 GHz","3.3 GHz","8 MB","8 MB","95W","384 KB","","32nm SOI","Yes","AM3+","","","","70.5°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD837EWMHKBOX","FD837EWMW8KHK","","AES" +"FX-8370 with Wraith cooler","FX-Series","FX 8-Core Black Edition Processors","Desktops","8","8","Up to 4.3 GHz","4 GHz","8 MB","8 MB","125W","384 KB","","32nm SOI","Yes","AM3+","Wraith cooler","","","61.1°C","","","","DDR3","2","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD8370FRHKHBX","","","AES , AVX , FMA4" +"FX-8370","FX-Series","FX 8-Core Black Edition Processors","Desktops","8","8","Up to 4.3 GHz","4 GHz","8 MB","8 MB","125W","384 KB","","32nm SOI","Yes","AM3+","","","","61.1°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD8370FRHKBOX","FD8370FRW8KHK","","AES" +"FX-8350 with Wraith cooler","FX-Series","FX 8-Core Black Edition Processors","Desktops","8","8","Up to 4.2 GHz","4 GHz","8 MB","8 MB","125W","384 KB","","32nm SOI","Yes","AM3+","Wraith cooler","","","61°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD8350FRHKHBX","","","AES" +"FX-8350","FX-Series","FX 8-Core Black Edition Processors","Desktops","8","8","Up to 4.2 GHz","4 GHz","8 MB","8 MB","125W","384 KB","","32nm SOI","Yes","AM3+","","","","61°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD8350FRHKBOX","FD8350FRW8KHK","","AES" +"FX-8320E","FX-Series","FX 8-Core Black Edition Processors","Desktops","8","8","Up to 4 GHz","3.2 GHz","8 MB","8 MB","95W","384 KB","","32nm SOI","Yes","AM3+","","","","70.5°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD832EWMHKBOX","FD832EWMW8KHK","","AES" +"FX-8320","FX-Series","FX 8-Core Black Edition Processors","Desktops","8","8","Up to 4 GHz","3.5 GHz","8 MB","8 MB","125W","384 KB","","32nm SOI","Yes","AM3+","","","","61.1°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD8320FRHKBOX","FD8320FRW8KHK","","AES" +"FX-8310","FX-Series","FX 8-Core Black Edition Processors","Desktops","8","8","Up to 4.3 GHz","3.4 GHz","8 MB","","95W","","","32nm","Yes","AM3+","","","","70.5°C","","","","Not Listed","","","Discrete Graphics Card Required","","","","FD8310WMHKSBX","FD8310WMW8KHK","","AES" +"FX-8300","FX-Series","FX 8-Core Black Edition Processors","Desktops","8","8","Up to 4.2 GHz","3.3 GHz","8 MB","8 MB","95W","384 KB","","32nm SOI","Yes","AM3+","","","","70.5°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD8300WMHKBOX","FD8300WMW8KHK","","AES" +"FX-8150","FX-Series","FX 8-Core Black Edition Processors","Desktops","8","8","Up to 4.2 GHz","3.6 GHz","8 MB","8 MB","125W","384 KB","","32nm","Yes","AM3+","","","","61°C","","","","DDR3","","","Discrete Graphics Card Required","","","","FD8150FRGUBOX","FD8150FRW8KGU","","AES" +"FX-8120","FX-Series","FX 8-Core Black Edition Processors","Desktops","8","8","Up to 4 GHz","3.1 GHz","8 MB","8 MB","125W","384 KB","","32nm","Yes","AM3+","","","","61°C","","","","Not Listed","","","Discrete Graphics Card Required","","","","FD8120FRGUBOX","FD8120FRW8KGU","","AES" +"FX-6350 with Wraith cooler","FX-Series","FX 6-Core Black Edition Processors","Desktops","6","6","Up to 4.2 GHz","3.9 GHz","6 MB","8 MB","125W","288 KB","","32nm SOI","Yes","AM3+","Wraith cooler","","","61°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD6350FRHKHBX","","","AES" +"FX-6350","FX-Series","FX 6-Core Black Edition Processors","Desktops","6","6","Up to 4.2 GHz","3.9 GHz","6 MB","8 MB","125W","288 KB","","32nm SOI","Yes","AM3+","","","","61°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD6350FRHKBOX","FD6350FRW6KHK","","AES" +"FX-6300","FX-Series","FX 6-Core Black Edition Processors","Desktops","6","6","Up to 3.8 GHz","3.5 GHz","6 MB","8 MB","95W","288 KB","","32nm SOI","No","AM3+","","","","70.5°C","","","PCIe® 3.0","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD6300WMHKBOX","FD6300WMW6KHK","","AES , AVX , FMA4" +"FX-6200","FX-Series","FX 6-Core Black Edition Processors","Desktops","6","6","Up to 4.1 GHz","3.8 GHz","6 MB","8 MB","125W","288 KB","","32nm SOI","Yes","AM3+","","","","61.1°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD6200FRGUBOX","FD6200FRW6KGU","","AES" +"FX 6100","FX-Series","FX 6-Core Black Edition Processors","Desktops","6","6","Up to 3.9 GHz","3.3 GHz","6 MB","8 MB","95W","288 KB","","32nm SOI","Yes","AM3+","","","","70°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD6100WMGUSBX","FD6100WMW6KGU","","AES" +"FX-4350","FX-Series","FX 4-Core Black Edition Processors","Desktops","4","4","Up to 4.3 GHz","4.2 GHz","4 MB","8 MB","125W","192 KB","","32nm SOI","Yes","AM3+","","","","61.1°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD4350FRHKBOX","FD4350FRW4KHK","","AES" +"FX-4320","FX-Series","FX 4-Core Black Edition Processors","Desktops","4","4","Up to 4.1 GHz","4 GHz","4 MB","4 MB","95W","192 KB","","32nm SOI","No","AM3+","","","","70.5°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD4320WMHKBOX","FD4320WMW4MHK","","AES , AVX , FMA4" +"FX-4300","FX-Series","FX 4-Core Black Edition Processors","Desktops","4","4","Up to 4 GHz","3.8 GHz","4 MB","4 MB","95W","192 KB","","32nm SOI","Yes","AM3+","","","","70.5°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD4300WMHKBOX","FD4300WMW4MHK","","AES" +"FX-4170","FX-Series","FX 4-Core Black Edition Processors","Desktops","4","4","Up to 4.3 GHz","4.2 GHz","4 MB","8 MB","125W","192 KB","","32nm","No","AM3+","","","","61.1°C","","","","Not Listed","","","Discrete Graphics Card Required","","","","FD4170FRGUSBOX","FD4170FRW4KGU","","AES" +"FX-4130","FX-Series","FX 4-Core Black Edition Processors","Desktops","4","4","Up to 3.9 GHz","3.8 GHz","4 MB","4 MB","125W","192 KB","","32nm SOI","Yes","AM3","","","","70°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD4130FRGUBOX","FD4130FRW4MGU","","AES" +"FX-4100","FX-Series","FX 4-Core Black Edition Processors","Desktops","4","4","Up to 3.8 GHz","3.6 GHz","4 MB","8 MB","95W","192 KB","","32nm SOI","Yes","AM3+","","","","70.5°C","","","","DDR3","","Up to 1866 MT/s","Discrete Graphics Card Required","","","","FD4100WMGUSBX","FD4100WMW4KGU","","AES" +"7th Gen FX™ 9830P APU","FX-Series","FX-Series Processors for Laptops","Laptops","4","","Up to 3.7 GHz","3 GHz","2 MB","","35W","","25-45W","28nm","No","FP4","","","","90°C","Q216","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","2","Up to 2400 MT/s","AMD Radeon™ R7 Graphics","8","900 MHz","","","FM983PAEY44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD Radeon™ Dual Graphics , AMD Secure Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD HD3D Technology , AMD Mantle API" +"7th Gen FX™ 9800P APU","FX-Series","FX-Series Processors for Laptops","Laptops","4","","Up to 3.6 GHz","2.7 GHz","2 MB","","15W","","12-15W","28nm","No","FP4","","","","90°C","Q216","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","2","Up to 1866 MT/s","AMD Radeon™ R7 Graphics","8","758 MHz","","","FM980PADY44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD Radeon™ Dual Graphics , AMD Secure Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD HD3D Technology , AMD Mantle API" +"6th Gen FX-8800P APU","FX-Series","FX-Series Processors for Laptops","Laptops","4","4","Up to 3.4 GHz","2.1 GHz","2 MB","","15W","","","28nm","No","FP4","","","","90°C","","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","8","800 MHz","","","FM880PAAY43KA","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , Heterogeneous System Architecture (HSA) , AMD Radeon™ Dual Graphics , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , Enhanced Virus Protection , AMD HD3D Technology , AMD Mantle API" +"FX-7600P with Radeon™ R7 Graphics","FX-Series","FX-Series Processors for Laptops","Laptops","4","4","Up to 3.6 GHz","2.7 GHz","4 MB","","35W","","","28nm","No","FP3","","","","","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","8","686 MHz","","","FM760PDGH44JA","","Virtualization , AES , Catalyst Software , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"FX-7500 with Radeon™ R7 Graphics","FX-Series","FX-Series Processors for Laptops","Laptops","4","4","Up to 3.3 GHz","2.1 GHz","4 MB","","20W","","","28nm","No","FP3","","","","","","","","DDR3","2","Up to 1600 MT/s","AMD Radeon™ R7 Graphics","6","553 MHz","","","FM7500ECH44JA","","Virtualization , AES , Catalyst Software , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"FX-8800P with Radeon™ R7 Graphics","FX-Series","FX-Series Processors for AIOs","","4","4","Up to 3.4 GHz","2.1 GHz","2 MB","","","","","28nm","No","FP4","","","","90°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","8","800 MHz","","","FM880PAAY43KAD","","Virtualization , AES , Catalyst Software , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"7th Gen A12-9800E APU","A-Series","A12-Series APU for Desktops","Desktops","4","","Up to 3.8 GHz","3.1 GHz","2 MB","","35W","","","28nm","Yes","AM4","","","","90°C","9/5/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x8","DDR4","2","Up to 2400 MT/s","Radeon™ R7 Series","8","900 MHz","","AD9800AHABBOX","AD9800AHM44AB","","" +"7th Gen A12-9800 APU","A-Series","A12-Series APU for Desktops","Desktops","4","","Up to 4.2 GHz","3.8 GHz","2 MB","","65W","","","28nm","Yes","AM4","","","","90°C","Channel: 7/27/2017, OEM: 9/5/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x8","DDR4","2","Up to 2400 MT/s","Radeon™ R7 Series","8","1108 MHz","","AD9800AUABBOX","AD9800AUM44AB","","" +"7th Gen A12-9730P APU","A-Series","A12-Series APU for Laptops","Laptops","4","","Up to 3.5 GHz","2.8 GHz","2 MB","","35W","","25-45W","28nm","No","FP4","","","","90°C","Q216","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","2","Up to 2400 MT/s","AMD Radeon™ R7 Graphics","6","900 MHz","","","AM973PAEY44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD Radeon™ Dual Graphics , AMD Secure Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD HD3D Technology , AMD Mantle API" +"7th Gen A12-9700P APU","A-Series","A12-Series APU for Laptops","Laptops","4","","Up to 3.4 GHz","2.5 GHz","2 MB","","15W","","12-15W","28nm","No","FP4","","","","90°C","Q216","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","2","Up to 1866 MT/s","AMD Radeon™ R7 Graphics","6","758 MHz","","","AM970PADY44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD Radeon™ Dual Graphics , AMD Secure Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD HD3D Technology , AMD Mantle API" +"7th Gen AMD PRO A12-9800E APU","PRO A-Series","PRO A-Series A12 APU for Desktops","Desktops","4","","Up to 3.8 GHz","3.1 GHz","2 MB","","35W","","","28nm","No","AM4","","","","90°C","10/3/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","R7","8","900 MHz","","","AD980BAHM44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD PowerTune Technology , AMD Secure Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , Enhanced Virus Protection" +"7th Gen AMD PRO A12-9800 APU","PRO A-Series","PRO A-Series A12 APU for Desktops","Desktops","4","","Up to 4.2 GHz","3.8 GHz","2 MB","","65W","","","28nm","No","AM4","","","","90°C","10/3/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","R7","8","1108 MHz","","","AD980BAUM44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD PowerTune Technology , AMD Secure Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , Enhanced Virus Protection" +"6th Gen AMD PRO A12-8870E APU","PRO A-Series","PRO A-Series A12 APU for Desktops","Desktops","4","","Up to 3.8 GHz","2.9 GHz","2 MB","","35W","","","28nm","No","AM4","","","","","","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","R7","8","900 MHz","","","AD887BAHM44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , FMA4 , AMD Frame Rate Target Control , The Vulkan® API , Switchable Graphics" +"6th Gen AMD PRO A12-8870 APU","PRO A-Series","PRO A-Series A12 APU for Desktops","Desktops","4","","Up to 4.2 GHz","3.7 GHz","2 MB","","65W","","","28nm","No","AM4","","","","","3Q 2016","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","R7","8","1108 MHz","","","AD887BAUM44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , FMA4 , AMD Frame Rate Target Control , The Vulkan® API , Switchable Graphics" +"7th Gen AMD PRO A12-9830B APU","PRO A-Series","PRO A-Series A12 APU for Laptops","Laptops","4","","Up to 3.7 GHz","3 GHz","2 MB","","35W","","25/45W","28nm","No","FP4","","","","90°C","10/24/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","2","Up to 2400 MT/s","R7","8","900 MHz","","","AM983BAEY44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD PowerTune Technology , AMD Secure Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection" +"7th Gen AMD PRO A12-9800B APU","PRO A-Series","PRO A-Series A12 APU for Laptops","Laptops","4","","Up to 3.6 GHz","2.7 GHz","2 MB","","15W","","12/15W","28nm","No","FP4","","","","90°C","10/24/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","2","Up to 1866 MT/s","R7","8","758 MHz","","","AM980BADY44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD PowerTune Technology , AMD Radeon™ Dual Graphics , AMD Secure Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection" +"6th Gen AMD PRO A12-8830B APU","PRO A-Series","PRO A-Series A12 APU for Laptops","Laptops","4","","Up to 3.4 GHz","2.5 GHz","2 MB","","","","12/15W","28nm","No","FP4","","","","","Q3 2016","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","","Up to 1866 MT/s","R7","6","758 MHz","","","AM883BADY44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , FMA4 , AMD Frame Rate Target Control , The Vulkan® API , Switchable Graphics" +"6th Gen AMD PRO A12-8800B APU","PRO A-Series","PRO A-Series A12 APU for Laptops","Laptops","4","4","Up to 3.4 GHz","2.1 GHz","2 MB","","15W","","","28nm","No","FP4","","","","","","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR3 , DDR3L","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","8","800 MHz","","","","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , Heterogeneous System Architecture (HSA) , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Switchable Graphics , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection , AMD HD3D Technology" +"7th Gen A10-9700E APU","A-Series","A10-Series APU for Desktops","Desktops","4","","Up to 3.5 GHz","3 GHz","2 MB","","35W","","","28nm","Yes","AM4","","","","90°C","9/5/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x8","DDR4","3","Up to 2400 MT/s","Radeon™ R7 Series","6","847 MHz","","AD9700AHABBOX","AD9700AHM44AB","","" +"7th Gen A10-9700 APU","A-Series","A10-Series APU for Desktops","Desktops","4","","Up to 3.8 GHz","3.5 GHz","2 MB","","65W","","45/65W","28nm","Yes","AM4","","","","90°C","Channel: 7/27/2017, OEM: 9/5/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x8","DDR4","2","Up to 2400 MT/s","Radeon™ R7 Series","6","1029 MHz","","AD9700AGABBOX","AD9700AGM44AB","","" +"A10-7890K with Radeon™ R7 Graphics and Wraith cooler","A-Series","A10-Series APU for Desktops","Desktops","4","","Up to 4.3 GHz","4.1 GHz","4 MB","","95W","256 KB","","28nm","Yes","FM2+","Wraith cooler","","","72.4°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","8","866 MHz","","AD789KXDJCHBX","","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , AMD PowerTune Technology , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A10-7870K with Radeon™ R7 Series","A-Series","A10-Series APU for Desktops","Desktops","4","4","Up to 4.1 GHz","3.9 GHz","4 MB","","95W","256 KB","","28nm","Yes","FM2+","","","","72.4°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","8","866 MHz","","AD787KXDJCBOX","AD787KXDI44JC","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , AMD PowerTune Technology , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A10-7870K with Radeon™ R7 Graphics and Near Silent Thermal Solution","A-Series","A10-Series APU for Desktops","Desktops","4","","Up to 4.1 GHz","3.9 GHz","4 MB","","95W","256 KB","","28nm","Yes","FM2+","Near Silent 125W","","","72.4°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","8","866 MHz","","AD787KXDJCSBX","","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , AMD PowerTune Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , AMD App Acceleration , AMD HD3D Technology , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A10-7860K with Radeon™ R7 Series","A-Series","A10-Series APU for Desktops","Desktops","4","4","Up to 4 GHz","3.6 GHz","4 MB","","65W","256 KB","45/65W","28nm","Yes","FM2+","","","","71.3°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","8","757 MHz","","AD786KYBJABOX","AD786KYBI44JC","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , AMD PowerTune Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , AMD App Acceleration , AMD HD3D Technology , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A10-7860K with Radeon™ R7 Graphics and Near Silent Thermal Solution","A-Series","A10-Series APU for Desktops","Desktops","4","4","Up to 4 GHz","3.6 GHz","4 MB","","65W","256 KB","45/65W","28nm","Yes","FM2+","Near Silent 95W","","","71.3°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","8","757 MHz","","AD786KYBJCSBX","","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , AMD PowerTune Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , AMD App Acceleration , AMD HD3D Technology , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A10-7850K with Radeon™ R7 Series","A-Series","A10-Series APU for Desktops","Desktops","4","4","Up to 4 GHz","3.7 GHz","4 MB","","95W","256 KB","","28nm","Yes","FM2+","","","","72.4°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","8","720 MHz","","AD785KXBJABOX","AD785KXBI44JA","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A10-7800 with Radeon™ R7 Series","A-Series","A10-Series APU for Desktops","Desktops","4","4","Up to 3.9 GHz","3.5 GHz","4 MB","","","256 KB","45/65W","28nm","No","FM2+","","","","71.3°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","8","720 MHz","","AD7800YBJABOX","AD7800YBI44JA","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A10-7700K with Radeon™ R7 Series","A-Series","A10-Series APU for Desktops","Desktops","4","4","Up to 3.8 GHz","3.4 GHz","4 MB","","","256 KB","45/65W","28nm","Yes","FM2+","","","","72.4°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","6","720 MHz","","AD770KXBJABOX","AD770KXBI44JA","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A10-6800K with Radeon™ HD 8670D","A-Series","A10-Series APU for Desktops","Desktops","4","4","Up to 4.4 GHz","4.1 GHz","4 MB","","100W","192 KB","","32nm SOI","Yes","FM2","","","","74°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ HD 8670D","","844 MHz","","AD680KWOHLBOX","AD680KWOA44HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"A10-6790K with Radeon™ HD 8670D","A-Series","A10-Series APU for Desktops","Desktops","4","4","Up to 4.3 GHz","4 GHz","4 MB","","100W","192 KB","","32nm SOI","Yes","FM2","","","","74°C","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ HD 8670D","","844 MHz","","AD679KWOHLBOX","AD679KWOA44HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"A10-6700T with Radeon™ HD 8650D","A-Series","A10-Series APU for Desktops","Desktops","4","4","Up to 3.5 GHz","2.5 GHz","4 MB","","45W","192 KB","","32nm SOI","No","FM2","","","","71.3°C","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ HD 8650D","","720 MHz","","AD670TYHHLBOX","AD670TYHA44HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"A10-6700 with Radeon™ HD 8670D","A-Series","A10-Series APU for Desktops","Desktops","4","4","Up to 4.3 GHz","3.7 GHz","4 MB","","65W","192 KB","","32nm SOI","No","FM2","","","","71.3°C","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ HD 8670D","","844 MHz","","AD6700OKHLBOX","AD6700OKA44HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"7th Gen A10-9630P APU","A-Series","A10-Series APU for Laptops","Laptops","4","","Up to 3.3 GHz","2.6 GHz","2 MB","","35W","","25-45W","28nm","No","FP4","","","","90°C","Q216","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","2","Up to 2400 MT/s","AMD Radeon™ R5 Graphics","6","800 MHz","","","AM963PAEY44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD Radeon™ Dual Graphics , AMD Secure Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD HD3D Technology , AMD Mantle API" +"7th Gen A10-9600P APU","A-Series","A10-Series APU for Laptops","Laptops","4","","Up to 3.3 GHz","2.4 GHz","2 MB","","15W","","12-15W","28nm","No","FP4","","","","90°C","Q216","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","2","Up to 1866 MT/s","AMD Radeon™ R5 Graphics","6","720 MHz","","","AM960PADY44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD Radeon™ Dual Graphics , AMD Secure Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD HD3D Technology , AMD Mantle API" +"6th Gen A10-8700P APU","A-Series","A10-Series APU for Laptops","Laptops","4","4","Up to 3.2 GHz","1.8 GHz","2 MB","","15W","","","28nm","No","FP4","","","","90°C","","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R6 Graphics","6","800 MHz","","","AM870PAAY43KA","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , Heterogeneous System Architecture (HSA) , AMD Radeon™ Dual Graphics , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , Enhanced Virus Protection , AMD HD3D Technology , AMD Mantle API" +"A10-7400P with Radeon™ R6 Graphics","A-Series","A10-Series APU for Laptops","Laptops","4","4","Up to 3.4 GHz","2.5 GHz","4 MB","","35W","","","28nm","No","FP3","","","","","","","","DDR3 , DDR3L","2","Up to 1866 MT/s","AMD Radeon™ R6 Graphics","6","654 MHz","","","AM740PDGH44JA","","Virtualization , AES , Catalyst Software , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A10-7300 with Radeon™ R6 Graphics","A-Series","A10-Series APU for Laptops","Laptops","4","4","Up to 3.2 GHz","1.9 GHz","4 MB","","20W","","","28nm","No","FP3","","","","","","","","Not Listed","2","","AMD Radeon™ R6 Graphics","6","553 MHz","","","AM7300ECH44JA","","Virtualization , AES , Catalyst Software , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A10 Micro-6700T with Radeon™ R6 Graphics","A-Series","A10-Series APU for Laptops","Laptops","4","4","","2.2 GHz","2 MB","","4.5W","","","28nm","No","FT3b","","","","","","","","DDR3L","1","Up to 1333 MT/s","AMD Radeon™ R6 Graphics","","","","","AM670TIVJ44JB","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 12 Technology , FMA4 , AVX" +"A10-8700P with Radeon™ R6 Graphics","A-Series","A10-Series APU for AIOs","","4","4","Up to 3.2 GHz","1.8 GHz","2 MB","","","","","28nm","No","FP4","","","","90°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R6 Graphics","6","800 MHz","","","AM870PAAY43KAD","","Virtualization , AES , Catalyst Software , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"7th Gen AMD PRO A10-9700E APU","PRO A-Series","PRO A-Series A10 APU for Desktops","Desktops","4","","Up to 3.5 GHz","3 GHz","2 MB","","35W","","","28nm","No","AM4","","","","90°C","10/3/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","R7","6","847 MHz","","","AD970BAHM44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD PowerTune Technology , AMD Secure Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , Enhanced Virus Protection" +"7th Gen AMD PRO A10-9700 APU","PRO A-Series","PRO A-Series A10 APU for Desktops","Desktops","4","","Up to 3.8 GHz","3.5 GHz","2 MB","","65W","","45/65W","28nm","No","AM4","","","","90°C","10/3/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","R7","6","1029 MHz","","","AD970BAGM44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD PowerTune Technology , AMD Secure Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , Enhanced Virus Protection" +"6th Gen AMD PRO A10-8850B APU","PRO A-Series","PRO A-Series A10 APU for Desktops","Desktops","4","4","Up to 4.1 GHz","3.9 GHz","4 MB","","95W","","","28nm","No","FM2+","","","","72.4°C","","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","8","800 MHz","","","AD885BXBI44JC","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , Heterogeneous System Architecture (HSA) , AMD PowerTune Technology , AMD Radeon™ Dual Graphics , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection , AMD HD3D Technology , AMD Mantle API" +"6th Gen AMD PRO A10-8770E APU","PRO A-Series","PRO A-Series A10 APU for Desktops","Desktops","4","","Up to 3.5 GHz","2.8 GHz","2 MB","","35W","","","28nm","No","AM4","","","","","3Q 2016","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","R7","6","847 MHz","","","AD877BAHM44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , FMA4 , AMD Frame Rate Target Control , The Vulkan® API , Switchable Graphics" +"6th Gen AMD PRO A10-8770 APU","PRO A-Series","PRO A-Series A10 APU for Desktops","Desktops","4","","Up to 3.8 GHz","3.5 GHz","2 MB","","65W","","","28nm","No","AM4","","","","","3Q 2016","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","R7","6","1029 MHz","","","AD877BAGM44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , FMA4 , AMD Frame Rate Target Control , The Vulkan® API , Switchable Graphics" +"6th Gen AMD PRO A10-8750B APU","PRO A-Series","PRO A-Series A10 APU for Desktops","Desktops","4","4","Up to 4 GHz","3.6 GHz","4 MB","","65W","","45/65W","28nm","No","FM2+","","","","71.3°C","","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","8","757 MHz","","","AD875BYBI44JC","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , Heterogeneous System Architecture (HSA) , AMD PowerTune Technology , AMD Radeon™ Dual Graphics , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection , AMD HD3D Technology , AMD Mantle API" +"A10 PRO-7850B with Radeon™ R7 Graphics","PRO A-Series","PRO A-Series A10 APU for Desktops","Desktops","4","4","Up to 4 GHz","3.7 GHz","4 MB","","95W","256 KB","","28nm","No","FM2+","","","","72.4°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","8","720 MHz","","","AD785BXBI44JA","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , AMD PowerTune Technology , RAID Support , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A10 PRO-7800B with Radeon™ R7 Graphics","PRO A-Series","PRO A-Series A10 APU for Desktops","Desktops","4","4","Up to 3.9 GHz","3.5 GHz","4 MB","","65W","256 KB","35/65W","28nm","No","FM2+","","","","71.3°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","8","720 MHz","","","AD780BYBI44JA","","Virtualization , AES , Catalyst Software , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , AMD PowerTune Technology , RAID Support , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"7th Gen AMD PRO A10-9730B APU","PRO A-Series","PRO A-Series A10 APU for Laptops","Laptops","4","","Up to 3.5 GHz","2.8 GHz","2 MB","","35W","","25/45W","28nm","No","FP4","","","","90°C","10/24/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","2","Up to 2400 MT/s","R7","6","900 MHz","","","AM973BAEY44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD PowerTune Technology , AMD Secure Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection" +"7th Gen AMD PRO A10-9700B APU","PRO A-Series","PRO A-Series A10 APU for Laptops","Laptops","4","","Up to 3.4 GHz","2.5 GHz","2 MB","","15W","","12/15W","28nm","No","FP4","","","","90°C","10/24/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","2","Up to 1866 MT/s","R7","6","758 MHz","","","AM970BADY44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD PowerTune Technology , AMD Radeon™ Dual Graphics , AMD Secure Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection" +"6th Gen AMD PRO A10-8730B APU","PRO A-Series","PRO A-Series A10 APU for Laptops","Laptops","4","","Up to 3.3 GHz","2.4 GHz","2 MB","","","","12/15W","28nm","No","FP4","","","","","Q3 2016","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","","Up to 1866 MT/s","R5","6","720 MHz","","","AM873BADY44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , FMA4 , AMD Frame Rate Target Control , The Vulkan® API , Switchable Graphics" +"6th Gen AMD PRO A10-8700B APU","PRO A-Series","PRO A-Series A10 APU for Laptops","Laptops","4","4","Up to 3.2 GHz","1.8 GHz","2 MB","","15W","","","28nm","No","FP4","","","","","","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR3 , DDR3L","2","Up to 2133 MT/s","AMD Radeon™ R6 Graphics","6","800 MHz","","","","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , Heterogeneous System Architecture (HSA) , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection , AMD HD3D Technology , AMD Mantle API" +"A10 PRO-7350B with Radeon™ R6 Graphics","PRO A-Series","PRO A-Series A10 APU for Laptops","Laptops","4","4","Up to 3.3 GHz","2.1 GHz","4 MB","","19W","","","28nm","No","FP3","","","","","","","","DDR3 , DDR3L","2","Up to 1600 MT/s","AMD Radeon™ R6 Graphics","6","553 MHz","","","AM735BECH44JA","","Virtualization , AES , Catalyst Software , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A10-6800B with Radeon™ HD 8670D","A-Series","Business Class - Quad-Core A10-Series APU for Desktops","Desktops","4","4","Up to 4.4 GHz","4.1 GHz","4 MB","","45W","192 KB","","32nm SOI","No","FM2","","","","74°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ HD 8670D","","844 MHz","","","AD680BWOA44HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"A10-6790B with Radeon™ HD 8670D","A-Series","Business Class - Quad-Core A10-Series APU for Desktops","Desktops","4","4","Up to 4.3 GHz","4 GHz","4 MB","","45W","192 KB","","32nm SOI","No","FM2","","","","74°C","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ HD 8670D","","844 MHz","","","AD679BWOA44HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"7th Gen A9-9425 APU","A-Series","A9-Series APU for Laptops","Laptops","2","","Up to 3.7 GHz","3.1 GHz","1 MB","","15W","","10-15W","28nm","No","","","","","90°C","2Q18","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","1","Up to 2133 MT/s","AMD Radeon™ R5 Graphics","3","900 MHz","","","AM9425AYN23AC","","Virtualization , DirectX® 12 Technology , AES , AMD App Acceleration , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD Radeon™ Dual Graphics , Unified Video Decoder (UVD) , The Vulkan® API , Switchable Graphics , AVFS , AMD HD3D Technology , AMD Mantle API , AMD Gaming Evolved Client" +"7th Gen A9-9420 APU","A-Series","A9-Series APU for Laptops","Laptops","2","","Up to 3.6 GHz","3 GHz","1 MB","","15W","","10-15W","28nm","No","","","","","90°C","Q217","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","","Up to 2133 MT/s","AMD Radeon™ R5 Graphics","3","847 MHz","","","AM9420AYN23AC","","" +"7th Gen A9-9410 APU","A-Series","A9-Series APU for Laptops","Laptops","2","","Up to 3.5 GHz","2.9 GHz","1 MB","","10-25/25W","","","28nm","No","","","","","90°C","Q216","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","1","Up to 2133 MT/s","AMD Radeon™ R5 Graphics","3","800 MHz","","","AM9410AFY23AC","","AMD FreeSync™ Technology , AES , Unified Video Decoder (UVD) , The Vulkan® API" +"7th Gen A8-9600 APU","A-Series","A8-Series APU for Desktops","Desktops","4","","Up to 3.4 GHz","3.1 GHz","2 MB","","65W","","45/65W","28nm","Yes","AM4","","","","90°C","Channel: 7/27/2017, OEM: 9/5/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x8","DDR4","2","Up to 2400 MT/s","Radeon™ R7 Series","6","900 MHz","","AD9600AGABBOX","AD9600AGM44AB","","" +"A8-7670K with Radeon™ R7 Graphics and Near Silent Thermal Solution","A-Series","A8-Series APU for Desktops","Desktops","4","4","Up to 3.9 GHz","3.6 GHz","4 MB","","95W","256 KB","","28nm","Yes","FM2+","Near Silent 95W","","","72.4°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","6","757 MHz","","AD767KXBJCSBX","","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , AMD PowerTune Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , AMD App Acceleration , AMD HD3D Technology , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A8-7650K with Radeon™ R7 Series","A-Series","A8-Series APU for Desktops","Desktops","4","4","Up to 3.8 GHz","3.3 GHz","4 MB","","95W","256 KB","","28nm","Yes","FM2+","","","","72.4°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","6","720 MHz","","AD765KXBJABOX","AD765KXBI44JA","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A8-7650K with Radeon™ R7 Graphics and Near Silent Thermal Solution","A-Series","A8-Series APU for Desktops","Desktops","4","4","Up to 3.8 GHz","3.3 GHz","4 MB","","95W","256 KB","","28nm","Yes","FM2+","Near Silent 95W","","","72.4°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","6","720 MHz","","AD765KXBJASBX","","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Enduro™ Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , AMD App Acceleration , AMD HD3D Technology , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A8-7600 with Radeon™ R7 Series","A-Series","A8-Series APU for Desktops","Desktops","4","4","Up to 3.8 GHz","3.1 GHz","4 MB","","65W","256 KB","45/65W","28nm","No","FM2+","","","","71.3°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","6","720 MHz","","AD7600YBJABOX","AD7600YBI44JA","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A8-6600K with Radeon™ HD 8570D","A-Series","A8-Series APU for Desktops","Desktops","4","4","Up to 4.2 GHz","3.9 GHz","4 MB","","65W","192 KB","","32nm SOI","Yes","FM2","","","","74°C","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ HD 8570D","","844 MHz","","AD660KWOHLBOX","AD660KWOA44HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"A8-6500T with Radeon™ HD 8550D","A-Series","A8-Series APU for Desktops","Desktops","4","4","Up to 3.1 GHz","2.1 GHz","4 MB","","45W","192 KB","","32nm SOI","No","FM2","","","","71.3°C","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ HD 8550D","","720 MHz","","AD650TYHHLBOX","AD650TYHA44HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"A8-6500 with Radeon™ HD 8570D","A-Series","A8-Series APU for Desktops","Desktops","4","4","Up to 4.1 GHz","3.5 GHz","4 MB","","65W","192 KB","","32nm SOI","No","FM2","","","","71.3°C","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ HD 8570D","","800 MHz","","AD6500OKHLBOX","AD6500OKA44HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"6th Gen A8-8600P APU","A-Series","A8-Series APU for Laptops","Laptops","4","4","Up to 3 GHz","1.6 GHz","2 MB","","15W","","","28nm","No","FP4","","","","90°C","","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R6 Graphics","6","720 MHz","","","AM860PAAY43KA","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , Heterogeneous System Architecture (HSA) , AMD Radeon™ Dual Graphics , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , Enhanced Virus Protection , AMD HD3D Technology , AMD Mantle API" +"A8-7410 with Radeon™ R5 Graphics","A-Series","A8-Series APU for Laptops","Laptops","4","4","Up to 2.5 GHz","2.2 GHz","2 MB","","15W","","","28nm","No","FP4","","","","90°C","","","","DDR3L","1","Up to 1866 MT/s","AMD Radeon™ R5 Graphics","","847 MHz","","","AM7410JBY44JB","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 12 Technology , FMA4 , AVX" +"A8-7200P with Radeon™ R5 Graphics","A-Series","A8-Series APU for Laptops","Laptops","4","4","Up to 3.3 GHz","2.4 GHz","4 MB","","100W","","","28nm","No","FP3","","","","","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ R5 Graphics","4","626 MHz","","","AM720PDGH44JA","","Virtualization , AES , Catalyst Software , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A8-7100 with Radeon™ R5 Graphics","A-Series","A8-Series APU for Laptops","Laptops","4","4","Up to 3 GHz","1.8 GHz","4 MB","","20W","","","28nm","No","FP3","","","","","","","","DDR3","2","Up to 1600 MT/s","AMD Radeon™ R5 Graphics","4","514 MHz","","","AM7100ECH44JA","","Virtualization , AES , Catalyst Software , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A8-8600P with Radeon™ R6 Graphics","A-Series","A8-Series APU for AIOs","","4","4","Up to 3 GHz","1.6 GHz","2 MB","","","","","28nm","No","FP4","","","","90°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R6 Graphics","6","720 MHz","","","AM860PAAY43KAD","","Virtualization , AES , Catalyst Software , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A8-6410 with Radeon™ R5 Graphics","A-Series","A8-Series APU for Laptops","Laptops","4","4","Up to 2.4 GHz","2 GHz","2 MB","","15W","","","28nm","No","FT3b","","","","90°C","","","","DDR3L","1","Up to 1866 MT/s","AMD Radeon™ R5 Graphics","","847 MHz","","","AM6410ITJ44JB","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 12 Technology , FMA4 , AVX" +"7th Gen AMD PRO A8-9600 APU","PRO A-Series","PRO A-Series A8 APU for Desktops","Desktops","4","","Up to 3.4 GHz","3.1 GHz","2 MB","","65W","","45/65W","28nm","No","AM4","","","","90°C","10/3/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","R7","6","900 MHz","","","AD960BAGM44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD PowerTune Technology , AMD Secure Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , Enhanced Virus Protection" +"6th Gen AMD PRO A8-8650B APU","PRO A-Series","PRO A-Series A8 APU for Desktops","Desktops","4","4","Up to 3.9 GHz","3.2 GHz","4 MB","","65W","","45/65W","28nm","No","FM2+","","","","71.3°C","","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","6","757 MHz","","","AD865BYBI44JC","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , Heterogeneous System Architecture (HSA) , AMD PowerTune Technology , AMD Radeon™ Dual Graphics , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection , AMD HD3D Technology , AMD Mantle API" +"A8 PRO-7600B with Radeon™ R7 Graphics","PRO A-Series","PRO A-Series A8 APU for Desktops","Desktops","4","4","Up to 3.8 GHz","3.1 GHz","4 MB","","65W","","35/65W","28nm","No","FM2+","","","","71.3°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R7 Graphics","6","720 MHz","","","AD760BYBI44JA","","Virtualization , AES , Catalyst Software , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , AMD PowerTune Technology , RAID Support , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"7th Gen AMD PRO A8-9630B","PRO A-Series","PRO A-Series A8 APU for Laptops","Laptops","4","","Up to 3.3 GHz","2.6 GHz","2 MB","","35W","","25/45W","28nm","No","FP4","","","","90°C","10/24/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","2","Up to 2400 MT/s","R5","6","800 MHz","","","AM963BAEY44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD PowerTune Technology , AMD Secure Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection" +"7th Gen AMD PRO A8-9600B APU","PRO A-Series","PRO A-Series A8 APU for Laptops","Laptops","4","","Up to 3.3 GHz","2.4 GHz","2 MB","","15W","","12/15W","28nm","No","FP4","","","","90°C","10/24/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","2","Up to 1866 MT/s","R5","6","720 MHz","","","AM960BADY44AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD PowerTune Technology , AMD Radeon™ Dual Graphics , AMD Secure Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection" +"6th Gen AMD PRO A8-8600B APU","PRO A-Series","PRO A-Series A8 APU for Laptops","Laptops","4","4","Up to 3 GHz","1.6 GHz","2 MB","","15W","","","28nm","No","FP4","","","","","","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR3 , DDR3L","2","Up to 2133 MT/s","AMD Radeon™ R6 Graphics","6","720 MHz","","","","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , Heterogeneous System Architecture (HSA) , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection , AMD HD3D Technology , AMD Mantle API" +"A8 PRO-7150B with Radeon™ R5 Graphics","PRO A-Series","PRO A-Series A8 APU for Laptops","Laptops","4","4","Up to 3.2 GHz","1.9 GHz","4 MB","","100W","","","28nm","No","FP3","","","","","","","","DDR3 , DDR3L","2","Up to 1600 MT/s","AMD Radeon™ R5 Graphics","6","533 MHz","","","AM715BECH44JA","","Virtualization , AES , Catalyst Software , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A8-6500B with Radeon™ HD 8570D","A-Series","Business Class - Quad-Core A8-Series APU for Desktops","Desktops","4","4","Up to 4.1 GHz","3.5 GHz","4 MB","","65W","192 KB","","32nm SOI","No","FM2","","","","71.3°C","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ HD 8570D","","800 MHz","","","AD650BOKA44HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"7th Gen A6-9550 APU","A-Series","A6-Series APU for Desktops","Desktops","2","","Up to 4 GHz","3.8 GHz","1 MB","","65W","","45/65W","28nm","Yes","AM4","","","","90°C","7/27/2017","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x8","DDR4","2","Up to 2400 MT/s","Radeon™ R5 Series","6","1029 MHz","","AD9550AGABBOX","AD9550AGM23AB","","DirectX® 12 Technology , Unified Video Decoder (UVD)" +"7th Gen A6-9500E APU","A-Series","A6-Series APU for Desktops","Desktops","2","","Up to 3.4 GHz","3 GHz","1 MB","","35W","","","28nm","Yes","AM4","","","","90°C","Channel: 7/27/2017, OEM: 9/5/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x8","DDR4","2","Up to 2400 MT/s","Radeon™ R5 Series","4","800 MHz","","AD9500AHABBOX","AD9500AHM23AB","","" +"7th Gen A6-9500 APU","A-Series","A6-Series APU for Desktops","Desktops","2","","Up to 3.8 GHz","3.5 GHz","1 MB","","65W","","45/65W","28nm","Yes","AM4","","","","90°C","Channel: 7/27/2017, OEM: 9/5/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0 x8","DDR4","2","Up to 2400 MT/s","Radeon™ R5 Series","6","1029 MHz","","AD9500AGABBOX","AD9500AGM23AB","","" +"A6-7470K with Radeon™ R5 Series","A-Series","A6-Series APU for Desktops","Desktops","2","","Up to 4 GHz","3.7 GHz","1 MB","","65W","256 KB","45/65W","28nm","Yes","FM2+","","","","71.3°C","","","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R5 Graphics","4","800 MHz","","AD747KYBJCBOX","AD747KYBI23JC","","Virtualization , AES , Catalyst Software , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , AMD PowerTune Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , AMD App Acceleration , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A6-7400K with Radeon™ R5 Series","A-Series","A6-Series APU for Desktops","Desktops","2","2","Up to 3.9 GHz","3.5 GHz","1 MB","","65W","128 KB","45/65W","28nm","Yes","FM2+","","","","70°C","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ R5 Graphics","4","758 MHz","","AD740KYBJABOX","AD740KYBI23JA","","Virtualization , AES , Catalyst Software , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A6-6420K with Radeon™ HD 8470D","A-Series","A6-Series APU for Desktops","Desktops","2","2","Up to 4.2 GHz","4 GHz","1 MB","","65W","96 KB","","32nm SOI","Yes","FM2","","","","70°C","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ HD 8470D","","800 MHz","","AD642KOKHLBOX","AD642KOKA23HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"A6-6400K with Radeon™ HD 8470D","A-Series","A6-Series APU for Desktops","Desktops","2","2","Up to 4.1 GHz","3.9 GHz","1 MB","","65W","96 KB","","32nm SOI","Yes","FM2","","","","70°C","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ HD 8470D","","800 MHz","","AD640KOKHLBOX","AD640KOKA23HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"A6-6310 with Radeon™ R4 Graphics","A-Series","A6-Series APU for Laptops","Laptops","4","4","Up to 2.4 GHz","2.4 GHz","2 MB","","15W","128 KB","","28nm","No","FT3b","","","","90°C","","","","DDR3L","1","Up to 1865 MT/s","AMD Radeon™ R4 Graphics","","800 MHz","","","AM6310ITJ44JB","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 12 Technology , FMA4 , AVX" +"A6-5200 with Radeon™ HD 8400","A-Series","A6-Series APU for Desktops","Desktops","4","4","","2 GHz","2 MB","","25W","256 KB","","28nm","No","FT3","","","","90°C","","","","DDR3","1","Up to 1600 MT/s","AMD Radeon™ HD 8400","","600 MHz","","","AM5200IAJ44HMD","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"7th Gen A6-9225 APU","A-Series","A6-Series APU for Laptops","Laptops","2","","Up to 3.1 GHz","2.6 GHz","1 MB","","15W","","10-15W","28nm","No","","","","","90°C","2Q18","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","1","Up to 2133 MT/s","AMD Radeon™ R4 Graphics","3","686 MHz","","","AM9225AYN23AC","","Virtualization , DirectX® 12 Technology , AES , AMD App Acceleration , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Radeon™ Dual Graphics , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AVFS , AMD HD3D Technology , AMD Mantle API , AMD Gaming Evolved Client" +"7th Gen A6-9220C APU","A-Series","A6-Series APU for Laptops","Laptops","2","2","Up to 2.7 GHz","1.8 GHz","1 MB","","6W","160 KB","","28nm","No","FT4","","","","90°C","","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","","1","Up to 1866 MT/s","Radeon™ R5 Graphics","3","720 MHz","","","AM922CANN23AC","","H.26X Decode , VP9 Decode" +"7th Gen A6-9220 APU","A-Series","A6-Series APU for Laptops","Laptops","2","","Up to 2.9 GHz","2.5 GHz","1 MB","","15W","","10-15W","28nm","No","","","","","90°C","Q217","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","","Up to 2133 MT/s","AMD Radeon™ R5 Graphics","3","655 MHz","","","AM9220AYN23AC","","" +"7th Gen A6-9210 APU","A-Series","A6-Series APU for Laptops","Laptops","2","","Up to 2.8 GHz","2.4 GHz","1 MB","","15W","","","28nm","No","","","","","90°C","Q216","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","1","Up to 2133 MT/s","AMD Radeon™ R4 Graphics","3","600 MHz","","","AM9210AVY23AC","","" +"A6-7000 with Radeon™ R4 Graphics","A-Series","A6-Series APU for Laptops","Laptops","2","2","Up to 3 GHz","2.2 GHz","1 MB","","17W","","","28nm","No","FT3","","","","","","","","Not Listed","2","","AMD Radeon™ R4 Graphics","3","533 MHz","","","AM7000ECH23JA","","Virtualization , AES , Catalyst Software , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A6-5350M with Radeon™ HD 8450G","A-Series","A6-Series APU for Laptops","Laptops","2","2","Up to 3.5 GHz","2.9 GHz","2 MB","","35W","","","32nm","No","FS1r2","","","","","","","","DDR3","2","Up to 1600 MT/s","AMD Radeon™ HD 8450G","","533 MHz","","","AM5350DEC23HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"A6-5200M with Radeon™ HD 8400","A-Series","A6-Series APU for Laptops","Laptops","4","4","","2 GHz","2 MB","","25W","","","28nm","No","FT3","","","","","","","","Not Listed","1","","AMD Radeon™ HD 8400","","","","","AM5200IAJ44HM","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , AMD PowerTune Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A6-8500P with Radeon™ R5 Graphics","A-Series","A6-Series APU for Laptops","Laptops","2","2","Up to 3 GHz","1.6 GHz","1 MB","","15W","","","28nm","No","FP4","","","","90°C","","","","Not Listed","2","","AMD Radeon™ R5 Graphics","4","800 MHz","","","AM850PAAY23KA","","Virtualization , AES , Catalyst Software , AMD FreeSync™ Technology , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A6-7310 with Radeon™ R4 Graphics","A-Series","A6-Series APU for Laptops","Laptops","4","4","Up to 2.4 GHz","2 GHz","2 MB","","15W","","","28nm","No","FP4","","","","90°C","","","","DDR3L","1","Up to 1866 MT/s","AMD Radeon™ R4 Graphics","","800 MHz","","","AM7310JBY44JB","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 12 Technology , FMA4 , AVX" +"7th Gen AMD PRO A6-9500E APU","PRO A-Series","PRO A-Series A6 APU for Desktops","Desktops","2","","Up to 3.4 GHz","3 GHz","1 MB","","35W","","","28nm","No","AM4","","","","90°C","10/3/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","R5","4","800 MHz","","","AD950BAHM23AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD PowerTune Technology , AMD Secure Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , Enhanced Virus Protection" +"7th Gen AMD PRO A6-9500 APU","PRO A-Series","PRO A-Series A6 APU for Desktops","Desktops","2","","Up to 3.8 GHz","3.5 GHz","1 MB","","65W","","45/65W","28nm","No","AM4","","","","90°C","10/3/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","R5","6","1029 MHz","","","AD950BAGM23AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD PowerTune Technology , AMD Secure Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , Enhanced Virus Protection" +"6th Gen AMD PRO A6-8570E APU","PRO A-Series","PRO A-Series A6 APU for Desktops","Desktops","2","","Up to 3.4 GHz","3 GHz","1 MB","","35W","","","28nm","No","AM4","","","","","","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","R5","4","800 MHz","","","AD857BAHM23AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , FMA4 , AMD Frame Rate Target Control , The Vulkan® API , Switchable Graphics" +"6th Gen AMD PRO A6-8570 APU","PRO A-Series","PRO A-Series A6 APU for Desktops","Desktops","2","","Up to 3.8 GHz","3.5 GHz","1 MB","","65W","","","28nm","No","AM4","","","","","","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","2","Up to 2400 MT/s","R5","6","1029 MHz","","","AD857BAGM23AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , FMA4 , AMD Frame Rate Target Control , The Vulkan® API , Switchable Graphics" +"6th Gen AMD PRO A6-8550B APU","PRO A-Series","PRO A-Series A6 APU for Desktops","Desktops","2","2","Up to 4 GHz","3.7 GHz","1 MB","","65W","","45/65W","28nm","No","FM2+","","","","71.3°C","","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR3","2","Up to 2133 MT/s","AMD Radeon™ R5 Graphics","4","800 MHz","","","AD855BYBI23JC","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , Heterogeneous System Architecture (HSA) , AMD PowerTune Technology , AMD Radeon™ Dual Graphics , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection , AMD Mantle API" +"A6 PRO-7400B with Radeon™ R5 Graphics","PRO A-Series","PRO A-Series A6 APU for Desktops","Desktops","2","2","Up to 3.9 GHz","3.5 GHz","1 MB","","65W","","35/65W","28nm","No","FM2+","","","","70°C","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ R5 Graphics","4","756 MHz","","","AD740BYBI23JA","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , AMD PowerTune Technology , RAID Support , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , Heterogeneous System Architecture (HSA) , DirectX® 12 Technology , FMA4 , AVX" +"7th Gen AMD PRO A6-9500B APU","PRO A-Series","PRO A-Series A6 APU for Laptops","Laptops","2","","Up to 3.2 GHz","2.3 GHz","1 MB","","15W","","12/15W","28nm","No","FP4","","","","90°C","10/24/2016","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","2","Up to 1866 MT/s","R5","4","800 MHz","","","AM950BADY23AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD PowerTune Technology , AMD Secure Technology , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection" +"7th Gen AMD PRO A6-8350B APU","PRO A-Series","PRO A-Series A6 APU for Laptops","Laptops","2","","Up to 3.7 GHz","3.1 GHz","1 MB","","15W","","10-15W","28nm","No","","","","","90°C","Q1 2020","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","1","Up to 2133 MT/s","AMD Radeon™ R5 Graphics","3","","","","","","Virtualization , DirectX® 12 Technology , AES , AMD Enduro™ Technology , FMA4 , AMD Secure Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AVFS" +"7th Gen AMD PRO A6-7350B APU","PRO A-Series","PRO A-Series A6 APU for Laptops","Laptops","2","","Up to 3.6 GHz","3 GHz","1 MB","","15W","","","28nm","No","","","","","90°C","Q1 2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","1","Up to 2133 MT/s","AMD Radeon™ R5 Graphics","3","","","","AM735BAYN23AC","","Virtualization , DirectX® 12 Technology , AES , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , AMD Secure Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AVFS" +"6th Gen AMD PRO A6-8530B APU","PRO A-Series","PRO A-Series A6 APU for Laptops","Laptops","2","","Up to 3.2 GHz","2.3 GHz","1 MB","","","","12/15W","28nm","No","FP4","","","","","Q3 2016","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR4","","Up to 1866 MT/s","R5","4","800 MHz","","","AM853BADY23AB","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AVX , Catalyst Software , FMA4 , AMD Frame Rate Target Control , The Vulkan® API , Switchable Graphics" +"6th Gen AMD PRO A6-8500B APU","PRO A-Series","PRO A-Series A6 APU for Laptops","Laptops","2","4","Up to 3 GHz","1.6 GHz","1 MB","","15W","","","28nm","No","FP4","","","","","","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR3 , DDR3L","2","Up to 1600 MT/s","AMD Radeon™ R5 Graphics","4","800 MHz","","","","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , Heterogeneous System Architecture (HSA) , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection , AMD HD3D Technology , AMD Mantle API" +"A6 PRO-7050B with Radeon™ R4 Graphics","PRO A-Series","PRO A-Series A6 APU for Laptops","Laptops","2","2","Up to 3 GHz","2.2 GHz","1 MB","","100W","","","28nm","No","FP3","","","","","","","","DDR3 , DDR3L","2","Up to 1600 MT/s","AMD Radeon™ R4 Graphics","3","533 MHz","","","AM705BECH23JA","","Virtualization , AES , Catalyst Software , AMD Frame Rate Target Control , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , Heterogeneous System Architecture (HSA) , AMD Mantle API , DirectX® 12 Technology , FMA4 , AVX" +"A6-6420B with Radeon™ HD 8470D","A-Series","Business Class - Dual-Core A6-Series APU for Desktops","Desktops","2","2","Up to 4.2 GHz","4 GHz","1 MB","","65W","96 KB","","32nm SOI","No","FM2","","","","70°C","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ HD 8470D","","800 MHz","","","AD642BOKA23HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"A6-6400B with Radeon™ HD 8470D","A-Series","Business Class - Dual-Core A6-Series APU for Desktops","Desktops","2","2","Up to 4.1 GHz","3.9 GHz","1 MB","","65W","96 KB","","32nm SOI","No","FM2","","","","70°C","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ HD 8470D","","800 MHz","","","AD640BOKA23HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"A4-7300 with Radeon™ HD 8470D","A-Series","A4-Series APU for Desktops","Desktops","2","2","Up to 4 GHz","3.8 GHz","1 MB","","65W","96 KB","","32nm SOI","No","FM2","","","","70°C","","","","DDR3","2","Up to 1600 MT/s","AMD Radeon™ HD 8470D","","800 MHz","","","AD7300OKA23HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"A4-6320 with Radeon™ HD 8370D","A-Series","A4-Series APU for Desktops","Desktops","2","2","Up to 4 GHz","3.8 GHz","1 MB","","65W","96 KB","","32nm SOI","No","FM2","","","","70°C","","","","DDR3","2","Up to 1600 MT/s","AMD Radeon™ HD 8370D","","760 MHz","","AD6320OKHLBOX","AD6320OKA23HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"A4-6300 with Radeon™ HD 8370D","A-Series","A4-Series APU for Desktops","Desktops","2","2","Up to 3.9 GHz","3.7 GHz","1 MB","","65W","96 KB","","32nm SOI","No","FM2","","","","70°C","","","","DDR3","2","Up to 1600 MT/s","AMD Radeon™ HD 8370D","","760 MHz","","AD6300OKHLBOX","AD6300OKA23HL","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"7th Gen A4-9125 APU","A-Series","A4-Series APU for Laptops","Laptops","2","","Up to 2.6 GHz","2.3 GHz","1 MB","","15W","","10-15W","28nm","No","","","","","90°C","2Q18","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","","1","Up to 2133 MT/s","AMD Radeon™ R3 Graphics","2","686 MHz","","","AM9125AYN23AC","","Virtualization , DirectX® 12 Technology , AES , AMD App Acceleration , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Radeon™ Dual Graphics , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AVFS , AMD HD3D Technology , AMD Mantle API , AMD Gaming Evolved Client" +"7th Gen A4-9120C APU","A-Series","A4-Series APU for Laptops","Laptops","2","2","Up to 2.4 GHz","1.6 GHz","1 MB","","6W","160 KB","","28nm","No","FT4","","","","90°C","","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","","1","Up to 1866 MT/s","Radeon™ R4 Graphics","3","600 MHz","","","AM912CANN23AC","","VP9 Decode , H.26X Decode" +"7th Gen A4-9120 APU","A-Series","A4-Series APU for Laptops","Laptops","2","","Up to 2.5 GHz","2.2 GHz","1 MB","","15W","","10-15W","28nm","No","","","","","90°C","Q217","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","","Up to 2133 MT/s","AMD Radeon™ R3 Graphics","2","655 MHz","","","AM9120AYN23AC","","" +"A4-7210 with Radeon™ R3 Graphics","A-Series","A4-Series APU for Laptops","Laptops","4","4","Up to 2.2 GHz","1.8 GHz","2 MB","","65W","","","28nm","No","FT3b","","","","90°C","","","","DDR3L","1","Up to 1600 MT/s","AMD Radeon™ R3 Graphics","","686 MHz","","","AM7210ITJ44JB","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 12 Technology , FMA4 , AVX" +"A4 Micro-6400T with Radeon™ R3 Graphics","A-Series","A4-Series APU for Laptops","Laptops","4","4","","1.6 GHz","2 MB","","4.5W","","","28nm","No","FT3b","","","","","","","","DDR3L","1","Up to 1333 MT/s","AMD Radeon™ R3 Graphics","","","","","AM640TIVJ44JB","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 12 Technology , FMA4 , AVX" +"A4-6210 with Radeon™ R3 Graphics","A-Series","A4-Series APU for Laptops","Laptops","4","4","","1.8 GHz","2 MB","","15W","128 KB","","28nm","No","FT3b","","","","90°C","","","","DDR3L","1","Up to 1599 MT/s","AMD Radeon™ R3 Graphics","","600 MHz","","","AM6210ITJ44JB","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , System Image Stability , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 12 Technology , FMA4 , AVX" +"A4-5100 with Radeon™ HD 8330","A-Series","A4-Series APU for Laptops","Laptops","4","4","","1.55 GHz","2 MB","","15W","256 KB","","28nm","No","FT3","","","","90°C","","","","Not Listed","1","Up to 1600 MT/s","AMD Radeon™ HD 8330","","500 MHz","","","AM5100IBJ44HM","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 12 Technology , FMA4 , AVX" +"A4-5000 with Radeon™ HD 8330","A-Series","A4-Series APU for Laptops","Laptops","4","4","","1.5 GHz","2 MB","","15W","256 KB","","28nm","No","FT3","","","","90°C","","","","Not Listed","1","Up to 1600 MT/s","AMD Radeon™ HD 8330","","500 MHz","","","AM5000IBJ44HM","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 12 Technology , FMA4 , AVX" +"6th Gen AMD PRO A4-8350B APU","PRO A-Series","PRO A-Series A4 APU for Desktops","Desktops","2","2","Up to 3.9 GHz","3.5 GHz","1 MB","","65W","","45/65W","28nm","No","FM2+","","","","71.3°C","","Windows 10 - 64-Bit Edition , Windows 7 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ R5 Graphics","4","757 MHz","","","AD835BYBI23JC","","Virtualization , AMD FreeSync™ Technology , DirectX® 12 Technology , AES , AMD App Acceleration , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Frame Rate Target Control , Heterogeneous System Architecture (HSA) , AMD PowerTune Technology , AMD Radeon™ Dual Graphics , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , System Image Stability , Enhanced Virus Protection , AMD Mantle API" +"A4 PRO-7350B with Radeon™ R5 Graphics","PRO A-Series","PRO A-Series A4 APU for Desktops","Desktops","2","2","Up to 3.8 GHz","3.4 GHz","1 MB","","65W","","35/65W","28nm","No","FM2+","","","","70°C","","","","DDR3","2","Up to 1866 MT/s","AMD Radeon™ R5 Graphics","3","514 MHz","","","AD735BYBI23JA","","Virtualization , AES , Catalyst Software , AMD Radeon™ Dual Graphics , AMD Elite Experiences , IOMMU v2.0 , Out of Band Manageability , Per Core Power Gating (CC6) , AMD PowerNow!™ , AMD PowerTune Technology , RAID Support , System Image Stability , AMD TrueAudio Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , Heterogeneous System Architecture (HSA) , DirectX® 12 Technology , FMA4 , AVX" +"A4 PRO-7300B with Radeon™ HD 8470D","PRO A-Series","PRO A-Series A4 APU for Desktops","Desktops","2","2","Up to 4 GHz","3.8 GHz","1 MB","","65W","96 KB","","32nm SOI","No","FM2","","","","70°C","","","","DDR3","2","Up to 1600 MT/s","AMD Radeon™ HD 8470D","","800 MHz","","","AD730BOKA23H","","Virtualization , AES , Catalyst Software , Switchable Graphics , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 11 , FMA4 , AVX" +"7th Gen AMD PRO A4-5350B APU","PRO A-Series","PRO A-Series A4 APU for Laptops","Laptops","2","","Up to 3.6 GHz","3 GHz","1 MB","","15W","","10-15W","28nm","No","","","","","90°C","Q1 2020","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","1","Up to 2133 MT/s","AMD Radeon™ R5 Graphics","3","","","","","","Virtualization , DirectX® 12 Technology , AES , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Secure Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AVFS" +"7th Gen AMD PRO A4-4350B APU","PRO A-Series","PRO A-Series A4 APU for Laptops","Laptops","2","","Up to 2.9 GHz","2.5 GHz","1 MB","","15W","","","28nm","No","","","","","90°C","Q1 2018","Windows 10 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit","PCIe® 3.0","DDR4","1","Up to 2133 MT/s","AMD Radeon™ R4 Graphics","3","","","","AM435BAYN23AC","","Virtualization , DirectX® 12 Technology , AES , Catalyst Software , AMD Enduro™ Technology , FMA4 , AMD Secure Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AVFS" +"A4 PRO-3350B with Radeon™ R4 Graphics","PRO A-Series","PRO A-Series A4 APU for Laptops","Laptops","4","4","Up to 2.4 GHz","2 GHz","2 MB","","15W","","","28nm","No","FT3b","","","","90°C","Q2 2016","","","DDR3","1","Up to 1600 MT/s","AMD Radeon™ R4 Graphics","2","800 MHz","","","AM335BITJ44JB","","Virtualization , DirectX® 12 Technology , AES , AMD App Acceleration , AVX , Catalyst Software , AMD Enduro™ Technology , FMA4 , Unified Video Decoder (UVD) , Video Code Engine (VCE) , The Vulkan® API , Switchable Graphics , AMD Elite Experiences , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , Enhanced Virus Protection , AMD HD3D Technology" +"A4 PRO-3340B with Radeon™ HD 8240 Graphics","PRO A-Series","PRO A-Series A4 APU for Laptops","Laptops","4","4","","2.2 GHz","2 MB","","25W","","","28nm","No","FT3","","","","","","","","DDR3 , DDR3L","1","Up to 1600 MT/s","AMD Radeon™ HD 8240 Graphics","2","400 MHz","","","AM334BIAJ44HM","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , RAID Support , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 12 Technology , FMA4 , AVX" +"Athlon™ 5370 APU with Radeon™ R3 Series","Athlon","Athlon 5000 Series","Desktops","4","4","","2.2 GHz","2 MB","","25W","256 KB","","28nm","No","AM1","","","","76°C","","","","DDR3","1","Up to 1600 MT/s","AMD Radeon™ R3 Graphics","","600 MHz","","","AD5370JAH44HM","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , Unified Video Decoder (UVD) , Video Code Engine (VCE) , AMD App Acceleration , AMD HD3D Technology , DirectX® 12 Technology , FMA4 , AVX" +"Athlon™ 5350 APU with Radeon™ R3 Series","Athlon","Athlon 5000 Series","Desktops","4","4","","2.05 GHz","2 MB","","25W","256 KB","","28nm","No","AM1","","","","76°C","","","","DDR3","1","Up to 1600 MT/s","AMD Radeon™ R3 Graphics","","600 MHz","","AD5350JAHMBOX","AD5350JAH44HM","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 12 Technology , FMA4 , AVX" +"Athlon™ 5150 APU with Radeon™ R3 Series","Athlon","Athlon 5000 Series","Desktops","4","4","","1.6 GHz","2 MB","","25W","256 KB","","28nm","No","AM1","","","","76°C","","","","DDR3","1","Up to 1600 MT/s","AMD Radeon™ R3 Graphics","","600 MHz","","AD5150JAHMBOX","AD5150JAH44HM","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 12 Technology , FMA4 , AVX" +"Sempron™ 3850 APU with Radeon™ R3 Series","Sempron","Sempron Quad-Core APU","Desktops","4","4","","1.3 GHz","2 MB","","25W","256 KB","","28nm","No","AM1","","","","90°C","","","","DDR3","1","Up to 1600 MT/s","AMD Radeon™ R3 Graphics","","450 MHz","","SD3850JAHMBOX","SD3850JAH44HM","","Virtualization , AES , Catalyst Software , Switchable Graphics , The Vulkan® API , AMD Elite Experiences , AMD Enduro™ Technology , IOMMU v2.0 , Per Core Power Gating (CC6) , AMD PowerNow!™ , Unified Video Decoder (UVD) , Video Code Engine (VCE) , Enhanced Virus Protection , AMD App Acceleration , AMD HD3D Technology , DirectX® 12 Technology , FMA4 , AVX" +"Sempron™ 2650 APU with Radeon™ R3 Series","Sempron","Sempron Dual-Core APU","Desktops","2","2","","1.45 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Required","","","","","HDXB59WFK2DGM","","" +"B57","Phenom","Business Class - AMD Phenom™ X2 Dual-Core","Desktops","2","2","","3.2 GHz","1 MB","","80W","","","","No","AM3","","","","","","","","Not Listed","","","Discrete Graphics Card Required","","","","","HDXB57WFK2DGM","","" \ No newline at end of file diff --git a/codecarbon/data/hardware/AMD_Server_Processor_Specifications.csv b/codecarbon/data/hardware/AMD_Server_Processor_Specifications.csv new file mode 100644 index 000000000..8362ba283 --- /dev/null +++ b/codecarbon/data/hardware/AMD_Server_Processor_Specifications.csv @@ -0,0 +1,197 @@ +"Name","Series","# of CPU Cores","# of Threads","Max. Boost Clock","All Core Boost Speed","Base Clock","L3 Cache","1kU Pricing","Default TDP","AMD Configurable TDP (cTDP)","CPU Socket","Socket Count","Launch Date","PCI Express® Version","System Memory Type","Memory Channels","System Memory Specification","Per Socket Mem BW","Product ID Boxed","Product ID Tray","AMD Infinity Guard","Supported Technologies","Workload Affinity" +"AMD EPYC™ 9965","EPYC 9005 Series","192","384","Up to 3.7 GHz","3.35 GHz","2.25 GHz","384 MB","14813 USD","500W","450-500W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000000976","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , Content mgmt , HPC , Media streaming , Networking|NFV , Security , VDI , VM Density , Web Serving , CDC" +"AMD EPYC™ 9845","EPYC 9005 Series","160","320","Up to 3.7 GHz","3.25 GHz","2.1 GHz","320 MB","13564 USD","390W","320-400W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001458","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CDC , Content mgmt , HPC , Media streaming , Networking|NFV , Security , VDI , VM Density , Web Serving" +"AMD EPYC™ 9825","EPYC 9005 Series","144","288","Up to 3.7 GHz","3.3 GHz","2.2 GHz","384 MB","13006 USD","390W","320-400W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000000837","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CDC , Content mgmt , HPC , Media streaming , Networking|NFV , Security , VDI , VM Density , Web Serving" +"AMD EPYC™ 9755","EPYC 9005 Series","128","256","Up to 4.1 GHz","4.1 GHz","2.7 GHz","512 MB","12984 USD","500W","450-500W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001443","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , Content mgmt , HPC , Media streaming , Networking|NFV , Security , VDI , VM Density , Web Serving , CDC" +"AMD EPYC™ 9745","EPYC 9005 Series","128","256","Up to 3.7 GHz","3.45 GHz","2.4 GHz","256 MB","12141 USD","400W","320-400W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001460","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , Content mgmt , HPC , Media streaming , Networking|NFV , Security , VDI , VM Density , Web Serving , CDC" +"AMD EPYC™ 9655P","EPYC 9005 Series","96","192","Up to 4.5 GHz","4.1 GHz","2.6 GHz","384 MB","10811 USD","400W","320-400W","SP5","1P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001522","","AMD Infinity Guard , AMD Infinity Architecture","CAE|CFD|FEA , High capacity data mgmt (NR|RDBMS) , HPC" +"AMD EPYC™ 9655","EPYC 9005 Series","96","192","Up to 4.5 GHz","4.1 GHz","2.6 GHz","384 MB","11852 USD","400W","320-400W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000000674","","AMD Infinity Guard , AMD Infinity Architecture","CAE|CFD|FEA , High capacity data mgmt (NR|RDBMS) , HPC" +"AMD EPYC™ 9645","EPYC 9005 Series","96","192","Up to 3.7 GHz","3.3 GHz","2.3 GHz","256 MB","11048 USD","320W","320-400W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001461","","AMD Infinity Guard , AMD Infinity Architecture","App dev|test , Consumer-Oriented Digital Services , Content mgmt , ERM|SCM|CRM apps" +"AMD EPYC™ 9575F","EPYC 9005 Series","64","128","Up to 5 GHz","4.5 GHz","3.3 GHz","256 MB","11791 USD","400W","320-400W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001554","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9565","EPYC 9005 Series","72","144","Up to 4.3 GHz","4.2 GHz","3.15 GHz","384 MB","10486 USD","400W","320-400W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001447","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , HPC , VM Density" +"AMD EPYC™ 9555P","EPYC 9005 Series","64","128","Up to 4.4 GHz","4.2 GHz","3.2 GHz","256 MB","7983 USD","360W","320-400W","SP5","1P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001523","","AMD Infinity Guard , 4th Gen AMD Infinity Architecture","App dev|test , ERM|SCM|CRM apps , Value data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9555","EPYC 9005 Series","64","128","Up to 4.4 GHz","4.2 GHz","3.2 GHz","256 MB","9826 USD","360W","320-400W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001142","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , HPC , VM Density" +"AMD EPYC™ 9535","EPYC 9005 Series","64","128","Up to 4.3 GHz","3.5 GHz","2.4 GHz","256 MB","8992 USD","300W","240-300W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001147","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CAE , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9475F","EPYC 9005 Series","48","96","Up to 4.8 GHz","4.4 GHz","3.65 GHz","256 MB","7592 USD","400W","320-400W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001143","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9455P","EPYC 9005 Series","48","96","Up to 4.4 GHz","4.1 GHz","3.15 GHz","256 MB","4819 USD","300W","240-300W","SP5","1P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001563","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9455","EPYC 9005 Series","48","96","Up to 4.4 GHz","4.1 GHz","3.15 GHz","256 MB","5412 USD","300W","240-300W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001542","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9375F","EPYC 9005 Series","32","64","Up to 4.8 GHz","4.4 GHz","3.8 GHz","256 MB","5306 USD","320W","320-400W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001197","","AMD Infinity Guard , AMD Infinity Architecture","EDA , HCI , High performance VM Density , Per core CAE|CFD|FEA , VDI" +"AMD EPYC™ 9365","EPYC 9005 Series","36","72","Up to 4.3 GHz","4.15 GHz","3.4 GHz","192 MB","4341 USD","300W","240-300W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001448","","AMD Infinity Guard , AMD Infinity Architecture","Content mgmt , ERM|SCM|CRM apps , General Purpose , CDN" +"AMD EPYC™ 9355P","EPYC 9005 Series","32","64","Up to 4.4 GHz","4.2 GHz","3.55 GHz","256 MB","2998 USD","280W","240-300W","SP5","1P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001521","","AMD Infinity Guard , AMD Infinity Architecture","ERM|SCM|CRM apps , Value data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9355","EPYC 9005 Series","32","64","Up to 4.4 GHz","4.2 GHz","3.55 GHz","256 MB","3694 USD","280W","240-300W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001148","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , CAE|CFD|FEA , ERM|SCM|CRM apps , Media streaming , Medium capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9335","EPYC 9005 Series","32","64","Up to 4.4 GHz","4 GHz","3 GHz","128 MB","3178 USD","210W","200-240W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001149","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , CAE|CFD|FEA , ERM|SCM|CRM apps , Media streaming , Medium capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9275F","EPYC 9005 Series","24","48","Up to 4.8 GHz","4.5 GHz","4.1 GHz","256 MB","3439 USD","320W","320-400W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001144","","AMD Infinity Architecture , AMD Infinity Guard","General Purpose , GPU|FPGA Accelerated , Per core CAE|CFD|FEA , SW-defined storage" +"AMD EPYC™ 9255","EPYC 9005 Series","24","48","Up to 4.3 GHz","4 GHz","3.2 GHz","128 MB","2495 USD","200W","200-240W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000000694","","AMD Infinity Architecture , AMD Infinity Guard","ERM|SCM|CRM apps , General Purpose , Networking|NFV , Web Serving" +"AMD EPYC™ 9175F","EPYC 9005 Series","16","32","Up to 5 GHz","4.55 GHz","4.2 GHz","512 MB","4256 USD","320W","320-400W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001145","","AMD Infinity Architecture , AMD Infinity Guard","CAE|CFD|FEA , EDA , HPC" +"AMD EPYC™ 9135","EPYC 9005 Series","16","32","Up to 4.3 GHz","4.25 GHz","3.65 GHz","64 MB","1214 USD","200W","200-240W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001150","","AMD Infinity Architecture , AMD Infinity Guard","EDA , High-speed data mgmt (NR|RDBMS) , Per core CAE|CFD|FEA" +"AMD EPYC™ 9115","EPYC 9005 Series","16","32","Up to 4.1 GHz","3.3 GHz","2.6 GHz","64 MB","726 USD","125W","120-155W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001552","","AMD Infinity Architecture , AMD Infinity Guard","Media streaming , Per core CAE|CFD|FEA , Value" +"AMD EPYC™ 9015","EPYC 9005 Series","8","16","Up to 4.1 GHz","3.95 GHz","3.6 GHz","64 MB","527 USD","125W","120-155W","SP5","1P / 2P","10/10/2024","PCIe® 5.0 x128","DDR5","12","Up to 6000 MT/s","576 GB/s","","100-000001553","","AMD Infinity Architecture , AMD Infinity Guard","Collaborative , ERM|SCM|CRM apps , General Purpose" +"AMD EPYC™ 9754S","EPYC 9004 Series","128","128","Up to 3.1 GHz","3.1 GHz","2.25 GHz","256 MB","10200 USD","360W","320-400W","SP5","1P / 2P","06/13/2023","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000001371","","AMD Infinity Guard , AMD Infinity Architecture","App dev|test , Collaborative , Consumer-Oriented Digital Services , Content mgmt , General Purpose , HPC , Media streaming , VDI , VM Density , Web Serving" +"AMD EPYC™ 9754","EPYC 9004 Series","128","256","Up to 3.1 GHz","3.1 GHz","2.25 GHz","256 MB","11900 USD","360W","320-400W","SP5","1P / 2P","06/13/2023","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000001234","","AMD Infinity Guard , AMD Infinity Architecture","App dev|test , Collaborative , Consumer-Oriented Digital Services , Content mgmt , General Purpose , HPC , Media streaming , VDI , VM Density , Web Serving" +"AMD EPYC™ 9734","EPYC 9004 Series","112","224","Up to 3 GHz","3 GHz","2.2 GHz","256 MB","9600 USD","340W","320-400W","SP5","1P / 2P","06/13/2023","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000001235","","AMD Infinity Guard , AMD Infinity Architecture","App dev|test , Collaborative , Consumer-Oriented Digital Services , Content mgmt , General Purpose , HPC , Media streaming , VDI , VM Density , Web Serving" +"AMD EPYC™ 9684X","EPYC 9004 Series","96","192","Up to 3.7 GHz","3.42 GHz","2.55 GHz","1152 MB","14756 USD","400W","320-400W","SP5","1P / 2P","06/13/2023","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000001254","","AMD 3D V-Cache™ Technology , AMD Infinity Guard , AMD Infinity Architecture","CAE|CFD|FEA , High capacity data mgmt (NR|RDBMS) , HPC" +"AMD EPYC™ 9654P","EPYC 9004 Series","96","192","Up to 3.7 GHz","3.55 GHz","2.4 GHz","384 MB","10625 USD","360W","320-400W","SP5","1P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000803","","AMD Infinity Guard , AMD Infinity Architecture","App dev|test , Consumer-Oriented Digital Services , Content mgmt , ERM|SCM|CRM apps" +"AMD EPYC™ 9654","EPYC 9004 Series","96","192","Up to 3.7 GHz","3.55 GHz","2.4 GHz","384 MB","11805 USD","360W","320-400W","SP5","1P / 2P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000789","","AMD Infinity Guard , AMD Infinity Architecture","App dev|test , Consumer-Oriented Digital Services , Content mgmt , ERM|SCM|CRM apps" +"AMD EPYC™ 9634","EPYC 9004 Series","84","168","Up to 3.7 GHz","3.1 GHz","2.25 GHz","384 MB","10304 USD","290W","240-300W","SP5","1P / 2P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000797","","AMD Infinity Guard , AMD Infinity Architecture","App dev|test , Consumer-Oriented Digital Services , Content mgmt , ERM|SCM|CRM apps" +"AMD EPYC™ 9554P","EPYC 9004 Series","64","128","Up to 3.75 GHz","3.75 GHz","3.1 GHz","256 MB","7104 USD","360W","320-400W","SP5","1P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000804","","AMD Infinity Guard , AMD Infinity Architecture","App dev|test , ERM|SCM|CRM apps , Value data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9554","EPYC 9004 Series","64","128","Up to 3.75 GHz","3.75 GHz","3.1 GHz","256 MB","9087 USD","360W","320-400W","SP5","1P / 2P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000790","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , HPC , VM Density" +"AMD EPYC™ 9534","EPYC 9004 Series","64","128","Up to 3.7 GHz","3.55 GHz","2.45 GHz","256 MB","8803 USD","280W","240-300W","SP5","1P / 2P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000799","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CAE , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9474F","EPYC 9004 Series","48","96","Up to 4.1 GHz","3.95 GHz","3.6 GHz","256 MB","6780 USD","360W","320-400W","SP5","1P / 2P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000788","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9454P","EPYC 9004 Series","48","96","Up to 3.8 GHz","3.65 GHz","2.75 GHz","256 MB","4598 USD","290W","240-300W","SP5","1P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000873","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9454","EPYC 9004 Series","48","96","Up to 3.8 GHz","3.65 GHz","2.75 GHz","256 MB","5225 USD","290W","240-300W","SP5","1P / 2P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000478","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9384X","EPYC 9004 Series","32","64","Up to 3.9 GHz","3.5 GHz","3.1 GHz","768 MB","5529 USD","320W","320-400W","SP5","1P / 2P","06/13/2023","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000001256","","AMD 3D V-Cache™ Technology , AMD Infinity Guard , AMD Infinity Architecture","CAE|CFD|FEA , EDA , HPC" +"AMD EPYC™ 9374F","EPYC 9004 Series","32","64","Up to 4.3 GHz","4.1 GHz","3.85 GHz","256 MB","4850 USD","320W","320-400W","SP5","1P / 2P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000792","","AMD Infinity Guard , AMD Infinity Architecture","EDA , HCI , High performance VM Density , Per core CAE|CFD|FEA , VDI" +"AMD EPYC™ 9354P","EPYC 9004 Series","32","64","Up to 3.8 GHz","3.75 GHz","3.25 GHz","256 MB","2730 USD","280W","240-300W","SP5","1P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000805","","AMD Infinity Guard , AMD Infinity Architecture","ERM|SCM|CRM apps , Value data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9354","EPYC 9004 Series","32","64","Up to 3.8 GHz","3.75 GHz","3.25 GHz","256 MB","3420 USD","280W","240-300W","SP5","1P / 2P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000798","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , CAE|CFD|FEA , ERM|SCM|CRM apps , Media streaming , Medium capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9334","EPYC 9004 Series","32","64","Up to 3.9 GHz","3.85 GHz","2.7 GHz","128 MB","2990 USD","210W","200-240W","SP5","1P / 2P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000800","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , CAE|CFD|FEA , ERM|SCM|CRM apps , Media streaming , Medium capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 9274F","EPYC 9004 Series","24","48","Up to 4.3 GHz","4.1 GHz","4.05 GHz","256 MB","3060 USD","320W","320-400W","SP5","1P / 2P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000794","","AMD Infinity Guard , AMD Infinity Architecture","EDA , HCI , High performance VM Density , Per core CAE|CFD|FEA , VDI" +"AMD EPYC™ 9254","EPYC 9004 Series","24","48","Up to 4.15 GHz","3.9 GHz","2.9 GHz","128 MB","2299 USD","200W","200-240W","SP5","1P / 2P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000480","","AMD Infinity Guard , AMD Infinity Architecture","General Purpose , GPU|FPGA Accelerated , Per core CAE|CFD|FEA , SW-defined storage" +"AMD EPYC™ 9224","EPYC 9004 Series","24","48","Up to 3.7 GHz","3.65 GHz","2.5 GHz","64 MB","1825 USD","200W","200-240W","SP5","1P / 2P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000939","","AMD Infinity Guard , AMD Infinity Architecture","ERM|SCM|CRM apps , General Purpose , Networking|NFV , Web Serving" +"AMD EPYC™ 9184X","EPYC 9004 Series","16","32","Up to 4.2 GHz","3.85 GHz","3.55 GHz","768 MB","4928 USD","320W","320-400W","SP5","1P / 2P","06/13/2023","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000001255","","AMD 3D V-Cache™ Technology , AMD Infinity Guard , AMD Infinity Architecture","CAE|CFD|FEA , EDA , HPC" +"AMD EPYC™ 9174F","EPYC 9004 Series","16","32","Up to 4.4 GHz","4.15 GHz","4.1 GHz","256 MB","3850 USD","320W","320-400W","SP5","1P / 2P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000796","","AMD Infinity Guard , AMD Infinity Architecture","EDA , High-speed data mgmt (NR|RDBMS) , Per core CAE|CFD|FEA" +"AMD EPYC™ 9124","EPYC 9004 Series","16","32","Up to 3.7 GHz","3.6 GHz","3 GHz","64 MB","1083 USD","200W","200-240W","SP5","1P / 2P","11/10/2022","PCIe® 5.0 x128","DDR5","12","Up to 4800 MT/s","460.8 GB/s","","100-000000802","","AMD Infinity Guard , AMD Infinity Architecture","Media streaming , Per core CAE|CFD|FEA , Value" +"AMD EPYC™ 8534PN","EPYC 8004 Series","64","128","Up to 3.1 GHz","3.05 GHz","2 GHz","128 MB","5450 USD","175W","","SP6","1P","09/18/2023","PCIe® 5.0 x96","DDR5","6","Up to 4800 MT/s","230.4 GB/s","","100-000001172","","AMD Infinity Guard , AMD Infinity Architecture","Client-Middleware Computing , HCI , Media streaming , Networking|NFV , SW-defined storage , Telco" +"AMD EPYC™ 8534P","EPYC 8004 Series","64","128","Up to 3.1 GHz","3.1 GHz","2.3 GHz","128 MB","4950 USD","200W","155-225W","SP6","1P","09/18/2023","PCIe® 5.0 x96","DDR5","6","Up to 4800 MT/s","230.4 GB/s","","100-000000875","","AMD Infinity Guard , AMD Infinity Architecture","Client-Middleware Computing , HCI , Media streaming , Networking|NFV , SW-defined storage" +"AMD EPYC™ 8434PN","EPYC 8004 Series","48","96","Up to 3 GHz","3 GHz","2 GHz","128 MB","3150 USD","155W","","SP6","1P","09/18/2023","PCIe® 5.0 x96","DDR5","6","Up to 4800 MT/s","230.4 GB/s","","100-000001174","","AMD Infinity Guard , AMD Infinity Architecture","Client-Middleware Computing , HCI , Media streaming , Networking|NFV , SW-defined storage , Telco" +"AMD EPYC™ 8434P","EPYC 8004 Series","48","96","Up to 3.1 GHz","3.1 GHz","2.5 GHz","128 MB","2700 USD","200W","155-225W","SP6","1P","09/18/2023","PCIe® 5.0 x96","DDR5","6","Up to 4800 MT/s","230.4 GB/s","","100-000000877","","AMD Infinity Guard , AMD Infinity Architecture","Client-Middleware Computing , HCI , Media streaming , Networking|NFV , SW-defined storage" +"AMD EPYC™ 8324PN","EPYC 8004 Series","32","64","Up to 3 GHz","3 GHz","2.05 GHz","128 MB","2125 USD","130W","","SP6","1P","09/18/2023","PCIe® 5.0 x96","DDR5","6","Up to 4800 MT/s","230.4 GB/s","","100-000001162","","AMD Infinity Guard , AMD Infinity Architecture","Client-Middleware Computing , HCI , Media streaming , SW-defined storage , Telco" +"AMD EPYC™ 8324P","EPYC 8004 Series","32","64","Up to 3 GHz","3 GHz","2.65 GHz","128 MB","1895 USD","180W","155-225W","SP6","1P","09/18/2023","PCIe® 5.0 x96","DDR5","6","Up to 4800 MT/s","230.4 GB/s","","100-000001133","","AMD Infinity Guard , AMD Infinity Architecture","Client-Middleware Computing , HCI , Media streaming , Networking|NFV , SW-defined storage" +"AMD EPYC™ 8224PN","EPYC 8004 Series","24","48","Up to 3 GHz","2.9 GHz","2 GHz","64 MB","1015 USD","120W","","SP6","1P","09/18/2023","PCIe® 5.0 x96","DDR5","6","Up to 4800 MT/s","230.4 GB/s","","100-000001164","","AMD Infinity Guard , AMD Infinity Architecture","Client-Middleware Computing , HCI , Media streaming , Networking|NFV , SW-defined storage , Telco" +"AMD EPYC™ 8224P","EPYC 8004 Series","24","48","Up to 3 GHz","3 GHz","2.55 GHz","64 MB","855 USD","160W","155-225W","SP6","1P","09/18/2023","PCIe® 5.0 x96","DDR5","6","Up to 4800 MT/s","230.4 GB/s","","100-000001134","","AMD Infinity Guard , AMD Infinity Architecture","Client-Middleware Computing , HCI , Media streaming , Networking|NFV , SW-defined storage" +"AMD EPYC™ 8124PN","EPYC 8004 Series","16","32","Up to 3 GHz","2.9 GHz","2 GHz","64 MB","790 USD","100W","","SP6","1P","09/18/2023","PCIe® 5.0 x96","DDR5","6","Up to 4800 MT/s","230.4 GB/s","","100-000001166","","AMD Infinity Guard , AMD Infinity Architecture","Client-Middleware Computing , HCI , Media streaming , Networking|NFV , SW-defined storage , Telco" +"AMD EPYC™ 8124P","EPYC 8004 Series","16","32","Up to 3 GHz","2.95 GHz","2.45 GHz","64 MB","639 USD","125W","120-150W","SP6","1P","09/18/2023","PCIe® 5.0 x96","DDR5","6","Up to 4800 MT/s","230.4 GB/s","","100-000001135","","AMD Infinity Guard , AMD Infinity Architecture","Client-Middleware Computing , HCI , Media streaming , Networking|NFV , SW-defined storage" +"AMD EPYC™ 8024PN","EPYC 8004 Series","8","16","Up to 3 GHz","2.95 GHz","2.05 GHz","32 MB","525 USD","80W","","SP6","1P","09/18/2023","PCIe® 5.0 x96","DDR5","6","Up to 4800 MT/s","230.4 GB/s","","100-000001170","","AMD Infinity Guard , AMD Infinity Architecture","Client-Middleware Computing , HCI , Media streaming , Networking|NFV , SW-defined storage , Telco" +"AMD EPYC™ 8024P","EPYC 8004 Series","8","16","Up to 3 GHz","2.95 GHz","2.4 GHz","32 MB","409 USD","90W","70-100W","SP6","1P","09/18/2023","PCIe® 5.0 x96","DDR5","6","Up to 4800 MT/s","230.4 GB/s","","100-000001136","","AMD Infinity Guard , AMD Infinity Architecture","Client-Middleware Computing , HCI , Media streaming , Networking|NFV , SW-defined storage" +"AMD EPYC™ 7203P","EPYC 7003 Series","8","16","Up to 3.4 GHz","","2.8 GHz","64 MB","338 USD","120W","120-150W","SP3","1P","09/05/2023","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-000001287WOF","100-000001287","","AMD Infinity Guard , AMD Infinity Architecture","General Purpose" +"AMD EPYC™ 7203","EPYC 7003 Series","8","16","Up to 3.4 GHz","","2.8 GHz","64 MB","348 USD","120W","120-150W","SP3","1P / 2P","09/05/2023","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-000001286WOF","100-000001286","","AMD Infinity Guard , AMD Infinity Architecture","General Purpose" +"AMD EPYC™ 7303P","EPYC 7003 Series","16","32","Up to 3.4 GHz","","2.4 GHz","64 MB","594 USD","130W","120-150W","SP3","1P","09/05/2023","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-000001289WOF","100-000001289","","AMD Infinity Guard , AMD Infinity Architecture","Cost-optimized , General Purpose" +"AMD EPYC™ 7303","EPYC 7003 Series","16","32","Up to 3.4 GHz","","2.4 GHz","64 MB","604 USD","130W","120-150W","SP3","1P / 2P","09/05/2023","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-000001288WOF","100-000001288","","AMD Infinity Guard , AMD Infinity Architecture","Cost-optimized , General Purpose" +"AMD EPYC™ 7643P","EPYC 7003 Series","48","96","Up to 3.6 GHz","","2.3 GHz","256 MB","2722 USD","225W","225-240W","SP3","1P","09/05/2023","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000001285","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7773X","EPYC 7003 Series","64","128","Up to 3.5 GHz","","2.2 GHz","768 MB","8800 USD","280W","225-280W","SP3","1P / 2P","03/22/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000000504​","","AMD 3D V-Cache™ Technology , AMD Infinity Guard , AMD Infinity Architecture","Cache-sensitive scale-up|out , CFD , FEA Solvers" +"AMD EPYC™ 7763","EPYC 7003 Series","64","128","Up to 3.5 GHz","","2.45 GHz","256 MB","7890 USD","280W","225-280W","SP3","1P / 2P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000312WOF","100-000000312","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , Cache-sensitive scale-up|out , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VM Density" +"AMD EPYC™ 7713P","EPYC 7003 Series","64","128","Up to 3.67 GHz","","2 GHz","256 MB","5010 USD","225W","225-240W","SP3","1P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000000337","","AMD Infinity Guard , AMD Infinity Architecture","App dev|test , ERM|SCM|CRM apps , Value data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7713","EPYC 7003 Series","64","128","Up to 3.67 GHz","","2 GHz","256 MB","7060 USD","225W","225-240W","SP3","1P / 2P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000344WOF","100-000000344","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7663","EPYC 7003 Series","56","112","Up to 3.5 GHz","","2 GHz","256 MB","6366 USD","240W","225-240W","SP3","1P / 2P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000000318","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7643","EPYC 7003 Series","48","96","Up to 3.6 GHz","","2.3 GHz","256 MB","4995 USD","225W","225-240W","SP3","1P / 2P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000000326","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7663P","EPYC 7003 Series","56","112","Up to 3.5 GHz","","2 GHz","256 MB","3139 USD","240W","225-280W","SP3","1P","09/05/2023","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000001284","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 75F3","EPYC 7003 Series","32","64","Up to 4 GHz","","2.95 GHz","256 MB","4860 USD","280W","225-280W","SP3","1P / 2P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000000313","","AMD Infinity Guard , AMD Infinity Architecture","EDA , HCI , High performance VM Density , Per core CAE|CFD|FEA , VDI" +"AMD EPYC™ 7573X","EPYC 7003 Series","32","64","Up to 3.6 GHz","","2.8 GHz","768 MB","5590 USD","280W","225-280W","SP3","1P / 2P","03/22/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000000506​","","AMD 3D V-Cache™ Technology , AMD Infinity Guard , AMD Infinity Architecture","CFD , FEA Solvers" +"AMD EPYC™ 7543P","EPYC 7003 Series","32","64","Up to 3.7 GHz","","2.8 GHz","256 MB","2730 USD","225W","225-240W","SP3","1P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000341WOF","100-000000341","","AMD Infinity Guard , AMD Infinity Architecture","ERM|SCM|CRM apps , Value data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7543","EPYC 7003 Series","32","64","Up to 3.7 GHz","","2.8 GHz","256 MB","3761 USD","225W","225-240W","SP3","1P / 2P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000345WOF","100-000000345","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , CAE|CFD|FEA , ERM|SCM|CRM apps , Media streaming , Medium capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7513","EPYC 7003 Series","32","64","Up to 3.65 GHz","","2.6 GHz","128 MB","2840 USD","200W","165-200W","SP3","1P / 2P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000334WOF","100-000000334","","AMD Infinity Guard , AMD Infinity Architecture","App dev|test , Content mgmt , General Purpose" +"AMD EPYC™ 74F3","EPYC 7003 Series","24","48","Up to 4 GHz","","3.2 GHz","256 MB","2900 USD","240W","225-240W","SP3","1P / 2P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000000317","","AMD Infinity Guard , AMD Infinity Architecture","EDA , HCI , High performance VM Density , Per core CAE|CFD|FEA , VDI" +"AMD EPYC™ 7473X","EPYC 7003 Series","24","48","Up to 3.7 GHz","","2.8 GHz","768 MB","3900 USD","240W","225-280W","SP3","1P / 2P","03/22/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000000507​","","AMD 3D V-Cache™ Technology , AMD Infinity Guard , AMD Infinity Architecture","CFD , EDA , FEA Solvers" +"AMD EPYC™ 7453","EPYC 7003 Series","28","56","Up to 3.45 GHz","","2.75 GHz","64 MB","1570 USD","225W","225-240W","SP3","1P / 2P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000000319","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , Content mgmt , General Purpose , Value , Value data mgmt (NR|RDBMS)" +"AMD EPYC™ 7443P","EPYC 7003 Series","24","48","Up to 4 GHz","","2.85 GHz","128 MB","1337 USD","200W","165-200W","SP3","1P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000342WOF","100-000000342","","AMD Infinity Guard , AMD Infinity Architecture","General Purpose , SW-defined storage , Value" +"AMD EPYC™ 7443","EPYC 7003 Series","24","48","Up to 4 GHz","","2.85 GHz","128 MB","2010 USD","200W","165-200W","SP3","1P / 2P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000000340","","AMD Infinity Guard , AMD Infinity Architecture","General Purpose , GPU|FPGA Accelerated , Per core CAE|CFD|FEA , SW-defined storage" +"AMD EPYC™ 7413","EPYC 7003 Series","24","48","Up to 3.6 GHz","","2.65 GHz","128 MB","1825 USD","180W","165-200W","SP3","1P / 2P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000323WOF","100-000000323","","AMD Infinity Guard , AMD Infinity Architecture","ERM|SCM|CRM apps , General Purpose , Networking|NFV , Web Serving" +"AMD EPYC™ 73F3","EPYC 7003 Series","16","32","Up to 4 GHz","","3.5 GHz","256 MB","3521 USD","240W","225-240W","SP3","1P / 2P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000000321","","AMD Infinity Guard , AMD Infinity Architecture","EDA , High-speed data mgmt (NR|RDBMS) , Per core CAE|CFD|FEA" +"AMD EPYC™ 7373X","EPYC 7003 Series","16","32","Up to 3.8 GHz","","3.05 GHz","768 MB","4185 USD","240W","225-280W","SP3","1P / 2P","03/22/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000000508​","","AMD 3D V-Cache™ Technology , AMD Infinity Guard , AMD Infinity Architecture","CFD , EDA , FEA Solvers" +"AMD EPYC™ 7343","EPYC 7003 Series","16","32","Up to 3.9 GHz","","3.2 GHz","128 MB","1565 USD","190W","165-200W","SP3","1P / 2P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000000338","","AMD Infinity Guard , AMD Infinity Architecture","EDA , General Purpose , Media streaming , Per core CAE|CFD|FEA , Value" +"AMD EPYC™ 7313P","EPYC 7003 Series","16","32","Up to 3.7 GHz","","3 GHz","128 MB","913 USD","155W","155-180W","SP3","1P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000339WOF","100-000000339","","AMD Infinity Guard , AMD Infinity Architecture","EDA , Media streaming , Value per core CAE|CFD|FEA" +"AMD EPYC™ 7313","EPYC 7003 Series","16","32","Up to 3.7 GHz","","3 GHz","128 MB","1083 USD","155W","155-180W","SP3","1P / 2P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000329WOF","100-000000329","","AMD Infinity Guard , AMD Infinity Architecture","EDA , Media streaming , Per core CAE|CFD|FEA" +"AMD EPYC™ 72F3","EPYC 7003 Series","8","16","Up to 4.1 GHz","","3.7 GHz","256 MB","2468 USD","180W","165-200W","SP3","1P / 2P","03/15/2021","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","","100-000000327","","AMD Infinity Guard , AMD Infinity Architecture","Departmental CAE|CFD|FEA , EDA , FSI risk analysis , Licensed per core data mgmt (RDBMS)" +"AMD EPYC™ 7H12","EPYC 7002 Series","64","128","Up to 3.3 GHz","","2.6 GHz","256 MB","7250 USD","280W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000055WOF","100-000000055","","AMD Infinity Guard , AMD Infinity Architecture","Specialized CAE|CFD|FEA" +"AMD EPYC™ 7F72","EPYC 7002 Series","24","48","Up to 3.7 GHz","","3.2 GHz","192 MB","2450 USD","240W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-000000141WOF","100-000000141","","AMD Infinity Guard , AMD Infinity Architecture","EDA , HCI , High performance VM Density , Per core CAE|CFD|FEA , VDI" +"AMD EPYC™ 7F52","EPYC 7002 Series","16","32","Up to 3.9 GHz","","3.5 GHz","256 MB","3100 USD","240W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-000000140WOF","100-000000140","","AMD Infinity Guard , AMD Infinity Architecture","EDA , High-speed data mgmt (NR|RDBMS) , Per core CAE|CFD|FEA" +"AMD EPYC™ 7F32","EPYC 7002 Series","8","16","Up to 3.9 GHz","","3.7 GHz","128 MB","2100 USD","180W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-000000139WOF","100-000000139","","AMD Infinity Guard , AMD Infinity Architecture","Departmental CAE|CFD|FEA , EDA , FSI risk analysis , Licensed per core data mgmt (RDBMS)" +"AMD EPYC™ 7742","EPYC 7002 Series","64","128","Up to 3.4 GHz","","2.25 GHz","256 MB","6950 USD","225W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000053WOF","100-000000053","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , Cache-sensitive scale-up|out , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VM Density" +"AMD EPYC™ 7702P","EPYC 7002 Series","64","128","Up to 3.35 GHz","","2 GHz","256 MB","4425 USD","200W","","SP3","1P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000047WOF","100-000000047","","AMD Infinity Guard , AMD Infinity Architecture","ERM|SCM|CRM apps , Security , Value data mgmt (NR|RDBMS) , VM Density" +"AMD EPYC™ 7702","EPYC 7002 Series","64","128","Up to 3.35 GHz","","2 GHz","256 MB","6450 USD","200W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000038WOF","100-000000038","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , Cache-sensitive scale-up|out , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VM Density" +"AMD EPYC™ 7662","EPYC 7002 Series","64","128","Up to 3.3 GHz","","2 GHz","256 MB","6150 USD","225W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-000000137WOF","100-000000137","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7642","EPYC 7002 Series","48","96","Up to 3.3 GHz","","2.3 GHz","256 MB","4775 USD","225W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000074WOF","100-000000074","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7552","EPYC 7002 Series","48","96","Up to 3.3 GHz","","2.2 GHz","192 MB","4025 USD","200W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000076WOF","100-000000076","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7542","EPYC 7002 Series","32","64","Up to 3.4 GHz","","2.9 GHz","128 MB","3400 USD","225W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000075WOF","100-000000075","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , CAE|CFD|FEA , ERM|SCM|CRM apps , Media streaming , Medium capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7532","EPYC 7002 Series","32","64","Up to 3.3 GHz","","2.4 GHz","256 MB","2380 USD","200W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-000000136WOF","100-000000136","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , CAE|CFD|FEA , ERM|SCM|CRM apps , Media streaming , Medium capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7502P","EPYC 7002 Series","32","64","Up to 3.35 GHz","","2.5 GHz","128 MB","2300 USD","180W","","SP3","1P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000045WOF","100-000000045","","AMD Infinity Guard , AMD Infinity Architecture","ERM|SCM|CRM apps , Value data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7502","EPYC 7002 Series","32","64","Up to 3.35 GHz","","2.5 GHz","128 MB","2600 USD","180W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000054WOF","100-000000054","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , CAE|CFD|FEA , ERM|SCM|CRM apps , Media streaming , Medium capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7452","EPYC 7002 Series","32","64","Up to 3.35 GHz","","2.35 GHz","128 MB","2025 USD","155W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000057WOF","100-000000057","","AMD Infinity Guard , AMD Infinity Architecture","App dev|test , Content mgmt , General Purpose" +"AMD EPYC™ 7402P","EPYC 7002 Series","24","48","Up to 3.35 GHz","","2.8 GHz","128 MB","1250 USD","180W","","SP3","1P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000048WOF","100-000000048","","AMD Infinity Guard , AMD Infinity Architecture","General Purpose , SW-defined storage , Value" +"AMD EPYC™ 7402","EPYC 7002 Series","24","48","Up to 3.35 GHz","","2.8 GHz","128 MB","1783 USD","180W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000046WOF","100-000000046","","AMD Infinity Guard , AMD Infinity Architecture","General Purpose , GPU|FPGA Accelerated , Per core CAE|CFD|FEA , SW-defined storage" +"AMD EPYC™ 7352","EPYC 7002 Series","24","48","Up to 3.2 GHz","","2.3 GHz","128 MB","1080 USD","155W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000077WOF","100-000000077","","AMD Infinity Guard , AMD Infinity Architecture","ERM|SCM|CRM apps , Networking|NFV , Web Serving" +"AMD EPYC™ 7302P","EPYC 7002 Series","16","32","Up to 3.3 GHz","","3 GHz","128 MB","825 USD","155W","","SP3","1P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000049WOF","100-000000049","","AMD Infinity Guard , AMD Infinity Architecture","EDA , Media streaming , Value per core CAE|CFD|FEA" +"AMD EPYC™ 7302","EPYC 7002 Series","16","32","Up to 3.3 GHz","","3 GHz","128 MB","978 USD","155W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000043WOF","100-000000043","","AMD Infinity Guard , AMD Infinity Architecture","EDA , Media streaming , Per core CAE|CFD|FEA" +"AMD EPYC™ 7282","EPYC 7002 Series","16","32","Up to 3.2 GHz","","2.8 GHz","64 MB","604 USD","120W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","85.3 GB/s","100-100000078WOF","100-000000078","","AMD Infinity Guard , AMD Infinity Architecture","Cost-optimized , General Purpose , SW-defined storage" +"AMD EPYC™ 7272","EPYC 7002 Series","12","24","Up to 3.2 GHz","","2.9 GHz","64 MB","549 USD","120W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","85.3 GB/s","100-100000079WOF","100-000000079","","AMD Infinity Guard , AMD Infinity Architecture","Content mgmt , Cost-optimized , General Purpose" +"AMD EPYC™ 7262","EPYC 7002 Series","8","16","Up to 3.4 GHz","","3.2 GHz","128 MB","505 USD","155W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","204.8 GB/s","100-100000041WOF","100-000000041","","AMD Infinity Guard , AMD Infinity Architecture","Collaborative , Cost-optimized , Departmental CAE|CFD|FEA , EDA , Licensed per core data mgmt (RDBMS)" +"AMD EPYC™ 7252","EPYC 7002 Series","8","16","Up to 3.2 GHz","","3.1 GHz","64 MB","348 USD","120W","","SP3","1P / 2P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","85.3 GB/s","100-100000080WOF","100-000000080","","AMD Infinity Guard , AMD Infinity Architecture","Collaborative , Cost-optimized , Departmental CAE|CFD|FEA , EDA , Licensed per core data mgmt (RDBMS)" +"AMD EPYC™ 7232P","EPYC 7002 Series","8","16","Up to 3.2 GHz","","3.1 GHz","32 MB","338 USD","120W","","SP3","1P","","PCIe® 4.0 x128","DDR4","8","Up to 3200 MT/s","85.3 GB/s","100-100000081WOF","100-000000081","","AMD Infinity Guard , AMD Infinity Architecture","Cost-optimized , Per core license , Value" +"AMD EPYC™ 7601","EPYC 7001 Series","32","64","Up to 3.2 GHz","","2.2 GHz","64 MB","3270 USD","180W","","SP3","1P / 2P","","PCIe® 3.0 x128","DDR4","8","Up to 2666 MT/s","170.6 GB/s","PS7601BDAFWOF","PS7601BDVIHAF","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , Cache-sensitive scale-up|out , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS)" +"AMD EPYC™ 7551P","EPYC 7001 Series","32","64","Up to 3 GHz","","2 GHz","64 MB","1830 USD","180W","","SP3","1P","","PCIe® 3.0 x128","DDR4","8","Up to 2666 MT/s","170.6 GB/s","PS755PBDAFWOF","PS755PBDVIHAF","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , Cache-sensitive scale-up|out , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7551","EPYC 7001 Series","32","64","Up to 3 GHz","","2 GHz","64 MB","2660 USD","180W","","SP3","1P / 2P","","PCIe® 3.0 x128","DDR4","8","Up to 2666 MT/s","170.6 GB/s","PS7551BDAFWOF","PS7551BDVIHAF","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , App dev|test , Cache-sensitive scale-up|out , CAE|CFD|FEA , ERM|SCM|CRM apps , High capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7501","EPYC 7001 Series","32","64","Up to 3 GHz","","2 GHz","64 MB","2870 USD","155W / 170W","","SP3","1P / 2P","","PCIe® 3.0 x128","DDR4","8","2400 MT/s / 2666 MT/s","153.6 GB/s / 170.6 GB/s","PS7501BEAFWOF","PS7501BEVIHAF","","AMD Infinity Guard , AMD Infinity Architecture","Analytics , CAE|CFD|FEA , ERM|SCM|CRM apps , Media streaming , Medium capacity data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7451","EPYC 7001 Series","24","48","Up to 3.2 GHz","","2.3 GHz","64 MB","1880 USD","180W","","SP3","1P / 2P","","PCIe® 3.0 x128","DDR4","8","Up to 2666 MT/s","170.6 GB/s","PS7451BDAFWOF","PS7451BDVHCAF","","AMD Infinity Guard , AMD Infinity Architecture","App dev|test , Content mgmt , General Purpose" +"AMD EPYC™ 7401P","EPYC 7001 Series","24","48","Up to 3 GHz","","2 GHz","64 MB","920 USD","155W / 170W","","SP3","1P","","PCIe® 3.0 x128","DDR4","8","2400 MT/s / 2666 MT/s","153.6 GB/s / 170.6 GB/s","PS740PBEAFWOF","PS740PBEVHCAF","","AMD Infinity Guard , AMD Infinity Architecture","ERM|SCM|CRM apps , Value data mgmt (NR|RDBMS) , VDI , VM Density" +"AMD EPYC™ 7401","EPYC 7001 Series","24","48","Up to 3 GHz","","2 GHz","64 MB","1620 USD","155W / 170W","","SP3","1P / 2P","","PCIe® 3.0 x128","DDR4","8","2400 MT/s / 2666 MT/s","153.6 GB/s / 170.6 GB/s","PS7401BEAFWOF","PS7401BEVHCAF","","AMD Infinity Guard , AMD Infinity Architecture","General Purpose , GPU|FPGA Accelerated , SW-defined storage" +"AMD EPYC™ 7371","EPYC 7001 Series","16","32","Up to 3.8 GHz","","3.1 GHz","64 MB","1550 USD","200W","","SP3","1P / 2P","","PCIe® 3.0 x128","DDR4","8","Up to 2666 MT/s","170.6 GB/s","","","","AMD Infinity Guard , AMD Infinity Architecture","EDA , ERM|SCM|CRM apps , Media streaming , Networking|NFV , Per core CAE|CFD|FEA , Web Serving" +"AMD EPYC™ 7351P","EPYC 7001 Series","16","32","Up to 2.9 GHz","","2.4 GHz","64 MB","660 USD","155W / 170W","","SP3","1P","","PCIe® 3.0 x128","DDR4","8","2400 MT/s / 2666 MT/s","153.6 GB/s / 170.6 GB/s","PS735PBEAFWOF","PS735PBEVGPAF","","AMD Infinity Guard , AMD Infinity Architecture","Cost-optimized , EDA , General Purpose , Media streaming , Value per core CAE|CFD|FEA" +"AMD EPYC™ 7351","EPYC 7001 Series","16","32","Up to 2.9 GHz","","2.4 GHz","64 MB","890 USD","155W / 170W","","SP3","1P / 2P","","PCIe® 3.0 x128","DDR4","8","2400 MT/s / 2666 MT/s","153.6 GB/s / 170.6 GB/s","PS7351BEAFWOF","PS7351BEVGPAF","","AMD Infinity Guard , AMD Infinity Architecture","General Purpose , Media streaming , Per core CAE|CFD|FEA , Web Serving" +"AMD EPYC™ 7301","EPYC 7001 Series","16","32","Up to 2.7 GHz","","2.2 GHz","64 MB","740 USD","155W / 170W","","SP3","1P / 2P","","PCIe® 3.0 x128","DDR4","8","2400 MT/s / 2666 MT/s","153.6 GB/s / 170.6 GB/s","PS7301BEAFWOF","PS7301BEVGPAF","","AMD Infinity Guard , AMD Infinity Architecture","EDA , General Purpose , Media streaming , Per core CAE|CFD|FEA" +"AMD EPYC™ 7281","EPYC 7001 Series","16","32","Up to 2.7 GHz","","2.1 GHz","32 MB","580 USD","155W / 170W","","SP3","1P / 2P","","PCIe® 3.0 x128","DDR4","8","2400 MT/s / 2666 MT/s","153.6 GB/s / 170.6 GB/s","PS7281BEAFWOF","PS7281BEVGAAF","","AMD Infinity Guard , AMD Infinity Architecture","Cost-optimized , General Purpose , SW-defined storage" +"AMD EPYC™ 7261","EPYC 7001 Series","8","16","Up to 2.9 GHz","","2.5 GHz","64 MB","570 USD","155W / 170W","","SP3","1P / 2P","","","DDR4","8","2400 MT/s / 2666 MT/s","153.6 GB/s / 170.6 GB/s","","PS7261BEV8RAF","","AMD Infinity Guard , AMD Infinity Architecture","Collaborative , Cost-optimized , Departmental CAE|CFD|FEA , EDA , Per core license , Value data mgmt (NR|RDBMS)" +"AMD EPYC™ 7251","EPYC 7001 Series","8","16","Up to 2.9 GHz","","2.1 GHz","32 MB","400 USD","120W","","SP3","1P / 2P","","PCIe® 3.0 x128","DDR4","8","Up to 2400 MT/s","153.6 GB/s","PS7251BFAFWOF","PS7251BFV8SAF","","AMD Infinity Guard , AMD Infinity Architecture","Collaborative , Cost-optimized , Per core license , Value data mgmt (NR|RDBMS)" +"AMD EPYC™ 4584PX","EPYC 4004 Series","16","32","Up to 5.7 GHz","5.7 GHz","4.2 GHz","128 MB","699 USD","120W","","AM5","1P","","PCIe® 5.0 x28","DDR5","2","Up to 5200 MT/s","","100-100001481WOF","100-000001481","Yes","AMD Infinity Architecture","" +"AMD EPYC™ 4564P","EPYC 4004 Series","16","32","Up to 5.7 GHz","","4.5 GHz","64 MB","699 USD","170W","","AM5","1P","","PCIe® 5.0 x28","DDR5","2","Up to 5200 MT/s","","100-100001476WOF","100-000001476","Yes","AMD Infinity Architecture","" +"AMD EPYC™ 4484PX","EPYC 4004 Series","12","24","Up to 5.6 GHz","","4.4 GHz","128 MB","599 USD","120W","","AM5","1P","","PCIe® 5.0 x28","DDR5","2","Up to 5200 MT/s","","100-100001482WOF","100-000001482","Yes","AMD Infinity Architecture","" +"AMD EPYC™ 4464P","EPYC 4004 Series","12","24","Up to 5.4 GHz","","3.7 GHz","64 MB","429 USD","65W","","AM5","1P","","PCIe® 5.0 x28","DDR5","2","Up to 5200 MT/s","","100-100001478WOF","100-000001478","Yes","AMD Infinity Architecture","" +"AMD EPYC™ 4364P","EPYC 4004 Series","8","16","Up to 5.4 GHz","","4.5 GHz","32 MB","399 USD","105W","","AM5","1P","","PCIe® 5.0 x28","DDR5","2","Up to 5200 MT/s","","100-100001477WOF","100-000001477","Yes","AMD Infinity Architecture","" +"AMD EPYC™ 4344P","EPYC 4004 Series","8","16","Up to 5.3 GHz","","3.8 GHz","32 MB","329 USD","65W","","AM5","1P","","PCIe® 5.0 x28","DDR5","2","Up to 5200 MT/s","","100-100001479WOF","100-000001479","Yes","AMD Infinity Architecture","" +"AMD EPYC™ 4244P","EPYC 4004 Series","6","12","Up to 5.1 GHz","","3.8 GHz","32 MB","229 USD","65W","","AM5","1P","","PCIe® 5.0 x28","DDR5","2","Up to 5200 MT/s","","100-100001480WOF","100-000001480","Yes","AMD Infinity Architecture","" +"AMD EPYC™ 4124P","EPYC 4004 Series","4","8","Up to 5.1 GHz","","3.8 GHz","16 MB","149 USD","65W","","AM5","1P","","PCIe® 5.0 x28","DDR5","2","Up to 5200 MT/s","","100-100001570WOF","100-000001570","Yes","AMD Infinity Architecture","" +"AMD Opteron™ X2170 APU","Opteron X2100 Series APU","4","4","","","2.4 GHz","","","25W","","FT3","","","","DDR3","","Up to 1866 MT/s","","","","","Graphics Core Next Architecture , AMD X86 SoC Technology","" +"AMD Opteron™ X2150 APU","Opteron X2100 Series APU","4","4","","","1.9 GHz","","","22W","","FT3","","","","DDR3","","","","n/a","OX2150IAJ44HM","","Catalyst Software , AMD HD3D Technology","" +"AMD Opteron™ X1150","Opteron X1100 Series","4","4","","","2 GHz","","","17W","","FT3","","","","DDR3","","Up to 800 MT/s","","n/a","OX1150IPJ44HM","","","" +"AMD Opteron™ 6386 SE","Opteron 6300 Series","16","16","Up to 3.5 GHz","","2.8 GHz","16 MB","","140W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6386YETGGHK","","","" +"AMD Opteron™ 6370P","Opteron 6300 Series","16","16","Up to 2.5 GHz","","2 GHz","16 MB","","99W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6370WQTGGHK","","","" +"AMD Opteron™ 6366 HE","Opteron 6300 Series","16","16","Up to 3.1 GHz","","1.8 GHz","16 MB","","85W","","G34","","","","DDR3","","Up to 1800 MT/s","","n/a","OS6366VATGGHK","","","" +"AMD Opteron™ 6338P","Opteron 6300 Series","12","12","Up to 2.8 GHz","","2.3 GHz","16 MB","","99W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6338WQTCGHK","","","" +"AMD Opteron™ 6380","Opteron 6300 Series","16","16","Up to 3.4 GHz","","2.5 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6380WKTGGHK","","","" +"AMD Opteron™ 6378","Opteron 6300 Series","16","16","Up to 3.3 GHz","","2.4 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6378WKTGGHK","","","" +"AMD Opteron™ 6376","Opteron 6300 Series","16","16","Up to 2 GHz","","2.3 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6376WKTGGHK","","","" +"AMD Opteron™ 6348","Opteron 6300 Series","12","12","Up to 3.4 GHz","","2.8 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6348WKTCGHK","","","" +"AMD Opteron™ 6344","Opteron 6300 Series","12","12","Up to 2 GHz","","2.6 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6344WKTCGHK","","","" +"AMD Opteron™ 6328","Opteron 6300 Series","8","8","Up to 3.8 GHz","","3.2 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6328WKT8GHK","","","" +"AMD Opteron™ 6320","Opteron 6300 Series","8","8","Up to 3.3 GHz","","2.8 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6320WKT8GHK","","","" +"AMD Opteron™ 6308","Opteron 6300 Series","4","4","","","3.5 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6308WKT4GHK","","","" +"AMD Opteron™ 4376 HE","Opteron 4300 Series","8","8","Up to 3.6 GHz","","2.6 GHz","8 MB","","65W","","C32","","","","DDR3","","Up to 2000 MT/s","","n/a","OS4376OFU8KHK","","","" +"AMD Opteron™ 4332 HE","Opteron 4300 Series","6","6","Up to 3.7 GHz","","3 GHz","8 MB","","65W","","C32","","","","DDR3","","Up to 2000 MT/s","","n/a","OS4332OFU6KHK","","","" +"AMD Opteron™ 4310 EE","Opteron 4300 Series","6","6","Up to 3 GHz","","2.2 GHz","8 MB","","35W","","C32","","","","DDR3","","Up to 1600 MT/s","","n/a","OS4310HPU4KHK","","","" +"AMD Opteron™ 4386","Opteron 4300 Series","8","8","Up to 3.8 GHz","","3.1 GHz","8 MB","","95W","","C32","","","","DDR3","","Up to 2200 MT/s","","n/a","OS4386WLU8KHK","","","" +"AMD Opteron™ 4365","Opteron 4300 Series","8","8","Up to 2.8 GHz","","2 GHz","8 MB","","40W","","C32","","","","DDR3","","Up to 1600 MT/s","","n/a","n/a","","","" +"AMD Opteron™ 4340","Opteron 4300 Series","6","6","Up to 3.8 GHz","","3.5 GHz","8 MB","","95W","","C32","","","","DDR3","","Up to 2200 MT/s","","n/a","OS4340WLU6KHK","","","" +"AMD Opteron™ 4334","Opteron 4300 Series","6","6","Up to 3.5 GHz","","3.1 GHz","8 MB","","95W","","C32","","","","DDR3","","Up to 2000 MT/s","","n/a","OS4334WLU6KHK","","","" +"AMD Opteron™ 3350 HE","Opteron 3300 Series","4","4","Up to 3.8 GHz","","2.8 GHz","8 MB","","45W","","AM3+","","","","DDR3","","Up to 2000 MT/s","","n/a","OS3350HOW4KHK","","","" +"AMD Opteron™ 3320 EE","Opteron 3300 Series","4","4","Up to 2.5 GHz","","1.9 GHz","8 MB","","25W","","AM3+","","","","DDR3","","Up to 1400 MT/s","","n/a","OS3320SJW4KHK","","","" +"AMD Opteron™ 3380","Opteron 3300 Series","8","8","Up to 3.6 GHz","","2.6 GHz","8 MB","","65W","","AM3+","","","","DDR3","","Up to 2000 MT/s","","n/a","OS3380OLW8KHK","","","" +"AMD Opteron™ 3365","Opteron 3300 Series","8","8","Up to 3.3 GHz","","2.3 GHz","8 MB","","65W","","AM3+","","","","DDR3","","Up to 2000 MT/s","","n/a","OS3365OLW8KHK","","","" +"AMD Opteron™ 6284 SE","Opteron 6200 Series","16","16","Up to 3.4 GHz","","2.7 GHz","16 MB","","140W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6284YETGGGU","","","" +"AMD Opteron™ 6282 SE","Opteron 6200 Series","16","16","Up to 3.3 GHz","","2.6 GHz","16 MB","","140W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6282YETGGGU","","","" +"AMD Opteron™ 6262 HE","Opteron 6200 Series","16","16","Up to 2.9 GHz","","1.6 GHz","16 MB","","85W","","G34","","","","DDR3","","Up to 1800 MT/s","","n/a","OS6262VATGGGU","","","" +"AMD Opteron™ 6278","Opteron 6200 Series","16","16","Up to 3.3 GHz","","2.4 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6278WKTGGGU","","","" +"AMD Opteron™ 6276","Opteron 6200 Series","16","16","Up to 3.2 GHz","","2.3 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6276WKTGGGU","","","" +"AMD Opteron™ 6274","Opteron 6200 Series","16","16","Up to 3.1 GHz","","2.2 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6274WKTGGGU","","","" +"AMD Opteron™ 6272","Opteron 6200 Series","16","16","Up to 3 GHz","","2.1 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6272WKTGGGU","","","" +"AMD Opteron™ 6238","Opteron 6200 Series","12","12","Up to 3.2 GHz","","2.6 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6238WKTCGGU","","","" +"AMD Opteron™ 6234","Opteron 6200 Series","12","12","Up to 3 GHz","","2.4 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6234WKTCGGU","","","" +"AMD Opteron™ 6220","Opteron 6200 Series","8","8","Up to 3.6 GHz","","3 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6220WKT8GGU","","","" +"AMD Opteron™ 6212","Opteron 6200 Series","8","8","Up to 3.2 GHz","","2.6 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6212WKT8GGU","","","" +"AMD Opteron™ 6204","Opteron 6200 Series","4","4","","","3.3 GHz","16 MB","","115W","","G34","","","","DDR3","","Up to 2000 MT/s","","n/a","OS6204WKT4GGU","","","" +"AMD Opteron™ 4276 HE","Opteron 4200 Series","8","8","Up to 3.6 GHz","","2.6 GHz","8 MB","","65W","","C32","","","","DDR3","","Up to 2000 MT/s","","n/a","OS4276OFU8KGU","","","" +"AMD Opteron™ 4274 HE","Opteron 4200 Series","8","8","Up to 3.5 GHz","","2.5 GHz","8 MB","","65W","","C32","","","","DDR3","","Up to 2000 MT/s","","n/a","OS4274OFU8KGU","","","" +"AMD Opteron™ 4256 EE","Opteron 4200 Series","8","8","Up to 2.8 GHz","","1.6 GHz","8 MB","","35W","","C32","","","","DDR3","","Up to 1600 MT/s","","n/a","OS4256HJU8KGU","","","" +"AMD Opteron™ 4230 HE","Opteron 4200 Series","6","6","Up to 3.7 GHz","","2.9 GHz","8 MB","","65W","","C32","","","","DDR3","","Up to 2000 MT/s","","n/a","OS4230OFU6KGU","","","" +"AMD Opteron™ 4228 HE","Opteron 4200 Series","6","6","Up to 3.6 GHz","","2.8 GHz","8 MB","","65W","","C32","","","","DDR3","","Up to 2000 MT/s","","n/a","OS4228OFU6KGU","","","" +"AMD Opteron™ 4284","Opteron 4200 Series","8","8","Up to 3.7 GHz","","3 GHz","8 MB","","95W","","C32","","","","DDR3","","Up to 2200 MT/s","","n/a","OS4284WLU8KGU","","","" +"AMD Opteron™ 4280","Opteron 4200 Series","8","8","Up to 2.2 GHz","","2.8 GHz","8 MB","","95W","","C32","","","","DDR3","","Up to 2200 MT/s","","n/a","OS4280WLU8KGU","","","" +"AMD Opteron™ 4240","Opteron 4200 Series","6","6","Up to 3.8 GHz","","3.4 GHz","8 MB","","95W","","C32","","","","DDR3","","","","n/a","OS4240WLU6KGU","","","" +"AMD Opteron™ 4238","Opteron 4200 Series","6","6","Up to 3.7 GHz","","3.3 GHz","8 MB","","95W","","C32","","","","DDR3","","Up to 2200 MT/s","","n/a","OS4238WLU6KGU","","","" +"AMD Opteron™ 4234","Opteron 4200 Series","6","6","Up to 3.5 GHz","","3.1 GHz","8 MB","","95W","","C32","","","","DDR3","","Up to 2200 MT/s","","n/a","OS4234WLU6KGU","","","" +"AMD Opteron™ 4226","Opteron 4200 Series","6","6","Up to 3.1 GHz","","2.7 GHz","8 MB","","95W","","C32","","","","DDR3","","Up to 2000 MT/s","","n/a","OS4226WLU6KGU","","","" +"AMD Opteron™ 3260 HE","Opteron 3200 Series","4","4","Up to 3.7 GHz","","2.7 GHz","4 MB","","45W","","AM3+","","","","DDR3","","Up to 2000 MT/s","","OS3260HOW4MGUBOX","OS3260HOW4MGU","","","" +"AMD Opteron™ 3250 HE","Opteron 3200 Series","","","Up to 3.5 GHz","","2.5 GHz","4 MB","","45W","","AM3+","","","","DDR3","","Up to 2000 MT/s","","OS3250HOW4MGUBOX","OS3250HOW4MGU","","","" +"AMD Opteron™ 3280","Opteron 3200 Series","8","8","Up to 3.4 GHz","","2.4 GHz","8 MB","","65W","","AM3+","","","","DDR3","","Up to 2000 MT/s","","OS3280OLW8KGUBOX","OS3280OLW8KGU","","","" +"AMD Opteron™ 6180 SE","Opteron 6100 Series","12","12","","","2.5 GHz","12 MB","","140W","","G34","","","","DDR3","","Up to 1800 MT/s","","n/a","OS6180YETCEGO","","","" +"AMD Opteron™ 6166 HE","Opteron 6100 Series","12","12","","","1.8 GHz","12 MB","","85W","","G34","","","","DDR3","","Up to 1800 MT/s","","n/a","OS6166VATCEGO","","","" +"AMD Opteron™ 6132 HE","Opteron 6100 Series","8","8","","","2.2 GHz","12 MB","","85W","","G34","","","","DDR3","","Up to 1800 MT/s","","n/a","OS6132VAT8EGO","","","" +"AMD Opteron™ 6176","Opteron 6100 Series","12","12","","","2.3 GHz","12 MB","","115W","","G34","","","","DDR3","","Up to 1800 MT/s","","OS6176WKTCEGOWOF","OS6176WKTCEGO","","","" +"AMD Opteron™ 6140","Opteron 6100 Series","8","8","","","2.6 GHz","12 MB","","115W","","G34","","","","DDR3","","Up to 1800 MT/s","","OS6140WKT8EGOWOF","OS6140WKT8EGO","","","" \ No newline at end of file diff --git a/codecarbon/data/hardware/CPU_Create_Dataset.ipynb b/codecarbon/data/hardware/CPU_Create_Dataset.ipynb new file mode 100644 index 000000000..8fe1a92ac --- /dev/null +++ b/codecarbon/data/hardware/CPU_Create_Dataset.ipynb @@ -0,0 +1,1631 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We want to build a CPU dataset.\n", + "There is pointer on https://github.com/felixsteinke/cpu-spec-dataset\n", + "\n", + "## AMD Dataset\n", + "\n", + "Manually Export Data as CSV/Excel from https://www.amd.com/en/products/specifications/processors\n", + "Website Screenshot\n", + "\n", + "blob:https://www.amd.com/fc70f2d3-27d4-4bf1-a466-9912927167de\n", + "\n", + "## Ampere Dataset\n", + "\n", + "Extracted from https://amperecomputing.com/briefs/ampere-altra-family-product-brief with the responsible Web Scraper.\n", + "\n", + "cd ampere-web-scraper\n", + "java -jar ./target/exectuable.jar\n", + "\n", + "## Intel Dataset\n", + "\n", + "Extracted from https://ark.intel.com/content/www/us/en/ark.html with the responsible Web Scraper.\n", + "\n", + "cd intel-web-scraper\n", + "java -jar ./target/exectuable.jar\n", + "\n", + "## CPU Benchmark Dataset\n", + "\n", + "Extracted from https://www.cpubenchmark.net/cpu_list.php with the responsible Web Scraper.\n", + "\n", + "cd benchmark-web-scraper\n", + "java -jar ./target/exectuable.jar\n", + "\n", + "## CPU World Dataset\n", + "\n", + "Extracted from https://www.cpu-world.com/CPUs/CPU.html with the responsible Web Scraper.\n", + "\n", + "cd cpuworld-web-scraper\n", + "mvn -jar ./target/exectuable.jar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "test" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Extraction from https://www.intel.com/content/www/us/en/ark/products/series/236644/5th-gen-intel-xeon-scalable-processors.html\n", + "```html\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " ```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**AI Prompt**\n", + "\n", + "How to automate extraction ?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**AI Response**\n", + "\n", + "I see you're looking to extract CPU data from Intel's website. Before diving into the automation, I'd like to understand a few things:\n", + "\n", + "1. Are you comfortable with Python programming? \n", + "2. Have you tried web scraping before?\n", + "3. Would you prefer using a specific library (like BeautifulSoup, Scrapy, or Selenium)?\n", + "\n", + "This looks like a dynamic table with sortable columns, so we'll need to consider the best approach based on your experience level and requirements. Let me know your preferences, and I'll help guide you through the process." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**AI Prompt**\n", + "\n", + "BeautifulSoup" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**AI Response**\n", + "\n", + "Great choice! BeautifulSoup is perfect for this. Looking at the HTML you shared, we can extract the table data. Would you like me to:\n", + "\n", + "1. Help you write the code step by step, or\n", + "2. Provide a complete solution?\n", + "\n", + "Also, do you need to:\n", + "- Extract just this one page, or\n", + "- Navigate through multiple pages?\n", + "\n", + "Let me know your preference and I'll help accordingly." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**AI Prompt**\n", + "\n", + "Extract just this one page" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**AI Response**\n", + "\n", + "I'll help you extract data from this page. Let's break it down into steps:\n", + "\n", + "1. First, we'll need to set up BeautifulSoup and make the request. Would you like to start by writing the code to import the required libraries and fetch the page?\n", + "\n", + "The libraries we'll need are:\n", + "- `beautifulsoup4`\n", + "- `requests`\n", + "\n", + "Would you like to try writing this first part, or would you like me to show you how?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**AI Prompt**\n", + "\n", + "give me the code" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**AI Response**\n", + "\n", + "Here's the code to get started:\n", + "\n", + "```python\n", + "import requests\n", + "from bs4 import BeautifulSoup\n", + "\n", + "url = \"https://www.intel.com/content/www/us/en/ark/products/series/236644/5th-gen-intel-xeon-scalable-processors.html\"\n", + "response = requests.get(url)\n", + "soup = BeautifulSoup(response.text, 'html.parser')\n", + "```\n", + "\n", + "Try running this code. Let me know if it works, and then we'll move on to extracting the table data. \n", + "\n", + "(Note: If you get any errors about missing libraries, you'll need to install them first using `pip install requests beautifulsoup4`)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import requests\n", + "from bs4 import BeautifulSoup\n", + "\n", + "url = \"https://www.intel.com/content/www/us/en/ark/products/series/236644/5th-gen-intel-xeon-scalable-processors.html\"\n", + "response = requests.get(url)\n", + "soup = BeautifulSoup(response.text, 'html.parser')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**AI Prompt**\n", + "\n", + "fine, give me the code to extract the data ?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**AI Response**\n", + "\n", + "Here's the code to extract the table data:\n", + "\n", + "```python\n", + "# Find the table\n", + "table = soup.find('table', id='product-table')\n", + "\n", + "# Extract headers\n", + "headers = []\n", + "for th in table.find_all('th'):\n", + " header_text = th.find('div', class_='header-text-space').text.strip()\n", + " headers.append(header_text)\n", + "\n", + "# Extract rows\n", + "data = []\n", + "for row in table.find('tbody').find_all('tr'):\n", + " row_data = {}\n", + " cells = row.find_all('td')\n", + " for i, cell in enumerate(cells):\n", + " row_data[headers[i]] = cell.text.strip()\n", + " data.append(row_data)\n", + "\n", + "# Convert to pandas DataFrame for easy viewing/export\n", + "import pandas as pd\n", + "df = pd.DataFrame(data)\n", + "print(df)\n", + "```\n", + "\n", + "Would you like me to explain how this code works, or would you prefer to see how to modify it for specific needs?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Product Name Launch Date ... Cache TDP\n", + "0 Intel® Xeon® Bronze 3508U Processor Q4'23 ... 22.5 MB 125 W\n", + "1 Intel® Xeon® Gold 5512U Processor Q4'23 ... 52.5 MB 185 W\n", + "2 Intel® Xeon® Gold 5515+ Processor Q4'23 ... 22.5 MB 165 W\n", + "3 Intel® Xeon® Gold 5520+ Processor Q4'23 ... 52.5 MB 205 W\n", + "4 Intel® Xeon® Gold 6526Y Processor Q4'23 ... 37.5 MB 195 W\n", + "5 Intel® Xeon® Gold 6530 Processor Q4'23 ... 160 MB 270 W\n", + "6 Intel® Xeon® Gold 6534 Processor Q4'23 ... 22.5 MB 195 W\n", + "7 Intel® Xeon® Gold 6538N Processor Q4'23 ... 60 MB 205 W\n", + "8 Intel® Xeon® Gold 6538Y+ Processor Q4'23 ... 60 MB 225 W\n", + "9 Intel® Xeon® Gold 6542Y Processor Q4'23 ... 60 MB 250 W\n", + "10 Intel® Xeon® Gold 6544Y Processor Q4'23 ... 45 MB 270 W\n", + "11 Intel® Xeon® Gold 6548N Processor Q4'23 ... 60 MB 250 W\n", + "12 Intel® Xeon® Gold 6548Y+ Processor Q4'23 ... 60 MB 250 W\n", + "13 Intel® Xeon® Gold 6554S Processor Q4'23 ... 180 MB 270 W\n", + "14 Intel® Xeon® Gold 6558Q Processor Q4'23 ... 60 MB 350 W\n", + "15 Intel® Xeon® Platinum 8558 Processor Q4'23 ... 260 MB 330 W\n", + "16 Intel® Xeon® Platinum 8558P Processor Q4'23 ... 260 MB 350 W\n", + "17 Intel® Xeon® Platinum 8558U Processor Q4'23 ... 260 MB 300 W\n", + "18 Intel® Xeon® Platinum 8562Y+ Processor Q4'23 ... 60 MB 300 W\n", + "19 Intel® Xeon® Platinum 8568Y+ Processor Q4'23 ... 300 MB 350 W\n", + "20 Intel® Xeon® Platinum 8570 Processor Q4'23 ... 300 MB 350 W\n", + "21 Intel® Xeon® Platinum 8571N Processor Q4'23 ... 300 MB 300 W\n", + "22 Intel® Xeon® Platinum 8580 Processor Q4'23 ... 300 MB 350 W\n", + "23 Intel® Xeon® Platinum 8581V Processor Q4'23 ... 300 MB 270 W\n", + "24 Intel® Xeon® Platinum 8592+ Processor Q4'23 ... 320 MB 350 W\n", + "25 Intel® Xeon® Platinum 8592V Processor Q4'23 ... 320 MB 330 W\n", + "26 Intel® Xeon® Platinum 8593Q Processor Q4'23 ... 320 MB 385 W\n", + "27 Intel® Xeon® Silver 4509Y Processor Q4'23 ... 22.5 MB 125 W\n", + "28 Intel® Xeon® Silver 4510 Processor Q4'23 ... 30 MB 150 W\n", + "29 Intel® Xeon® Silver 4510T Processor Q4'23 ... 30 MB 115 W\n", + "30 Intel® Xeon® Silver 4514Y Processor Q4'23 ... 30 MB 150 W\n", + "31 Intel® Xeon® Silver 4516Y+ Processor Q4'23 ... 45 MB 185 W\n", + "\n", + "[32 rows x 7 columns]\n" + ] + } + ], + "source": [ + "# Find the table\n", + "table = soup.find('table', id='product-table')\n", + "\n", + "# Extract headers\n", + "headers = []\n", + "for th in table.find_all('th'):\n", + " header_text = th.find('div', class_='header-text-space').text.strip()\n", + " headers.append(header_text)\n", + "\n", + "# Extract rows\n", + "data = []\n", + "for row in table.find('tbody').find_all('tr'):\n", + " row_data = {}\n", + " cells = row.find_all('td')\n", + " for i, cell in enumerate(cells):\n", + " row_data[headers[i]] = cell.text.strip()\n", + " data.append(row_data)\n", + "\n", + "# Convert to pandas DataFrame for easy viewing/export\n", + "import pandas as pd\n", + "df = pd.DataFrame(data)\n", + "print(df)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 125 W\n", + "1 185 W\n", + "2 165 W\n", + "3 205 W\n", + "4 195 W\n", + "5 270 W\n", + "6 195 W\n", + "7 205 W\n", + "8 225 W\n", + "9 250 W\n", + "10 270 W\n", + "11 250 W\n", + "12 250 W\n", + "13 270 W\n", + "14 350 W\n", + "15 330 W\n", + "16 350 W\n", + "17 300 W\n", + "18 300 W\n", + "19 350 W\n", + "20 350 W\n", + "21 300 W\n", + "22 350 W\n", + "23 270 W\n", + "24 350 W\n", + "25 330 W\n", + "26 385 W\n", + "27 125 W\n", + "28 150 W\n", + "29 115 W\n", + "30 150 W\n", + "31 185 W\n", + "Name: TDP, dtype: object" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['TDP'].replace(\"W\", \"\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## AMD" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average TDP per core from AMD dataset: 4.73 W\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "# Path to your manually exported AMD CPU dataset.\n", + "# (Adjust the file path as needed.)\n", + "amd_csv_path = './AMD_CPU_desktop_laptop.csv'\n", + "\n", + "try:\n", + " amd_df = pd.read_csv(amd_csv_path)\n", + " amd_df = amd_df[amd_df['Launch Date'].str.contains(\"2024|2025\", na=False)]\n", + " amd_df = amd_df[amd_df['Form Factor'].str.contains(\"Desktops\", na=False)]\n", + " \n", + " # Convert columns to numeric, forcing errors to NaN\n", + " # amd_df['Default TDP'] = amd_df['Default TDP'].str.replace('W', '').astype(float)\n", + " amd_df['TDP'] = pd.to_numeric(amd_df['Default TDP'].str.replace('W', ''), errors='coerce')\n", + " amd_df['# of Threads'] = pd.to_numeric(amd_df['# of Threads'], errors='coerce')\n", + " \n", + " # It is assumed the CSV contains columns named 'TDP' (in Watts) and 'Total Cores'\n", + " # Adjust the column names if they differ.\n", + " amd_df['TDP_per_core'] = amd_df['TDP'] / amd_df['# of Threads']\n", + " \n", + " average_tdp_per_core = amd_df['TDP_per_core'].mean()\n", + " print(\"Average TDP per core from AMD dataset: {:.2f} W\".format(average_tdp_per_core))\n", + "except Exception as e:\n", + " print(\"Error loading or processing AMD dataset:\", e)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average TDP per core from AMD dataset: 3.61 W\n" + ] + } + ], + "source": [ + "# https://www.amd.com/en/products/specifications/server-processor.html\n", + "import pandas as pd\n", + "\n", + "# Path to your manually exported AMD CPU dataset.\n", + "# (Adjust the file path as needed.)\n", + "amd_csv_path = './AMD_Server_Processor_Specifications.csv'\n", + "\n", + "try:\n", + " amd_df = pd.read_csv(amd_csv_path)\n", + " amd_df = amd_df[amd_df['Launch Date'].str.contains(\"2024|2025\", na=False)]\n", + " \n", + " # Convert columns to numeric, forcing errors to NaN\n", + " # amd_df['Default TDP'] = amd_df['Default TDP'].str.replace('W', '').astype(float)\n", + " amd_df['TDP'] = pd.to_numeric(amd_df['Default TDP'].str.replace('W', ''), errors='coerce')\n", + " amd_df['# of Threads'] = pd.to_numeric(amd_df['# of Threads'], errors='coerce')\n", + " \n", + " # It is assumed the CSV contains columns named 'TDP' (in Watts) and 'Total Cores'\n", + " # Adjust the column names if they differ.\n", + " amd_df['TDP_per_core'] = amd_df['TDP'] / amd_df['# of Threads']\n", + " \n", + " average_tdp_per_core = amd_df['TDP_per_core'].mean()\n", + " print(\"Average TDP per core from AMD dataset: {:.2f} W\".format(average_tdp_per_core))\n", + "except Exception as e:\n", + " print(\"Error loading or processing AMD dataset:\", e)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Name', 'Family', 'Series', 'Form Factor', '# of CPU Cores',\n", + " '# of Threads', 'Max. Boost Clock', 'Base Clock', 'L2 Cache',\n", + " 'L3 Cache', 'Default TDP', 'L1 Cache', 'AMD Configurable TDP (cTDP)',\n", + " 'Processor Technology for CPU Cores', 'Unlocked for Overclocking',\n", + " 'CPU Socket', 'Thermal Solution (PIB)', 'Recommended Cooler',\n", + " 'Thermal Solution (MPK)', 'Max. Operating Temperature (Tjmax)',\n", + " 'Launch Date', '*OS Support', 'PCI Express® Version',\n", + " 'System Memory Type', 'Memory Channels', 'System Memory Specification',\n", + " 'Graphics Model', 'Graphics Core Count', 'Graphics Frequency',\n", + " 'AMD Ryzen™ AI', 'Product ID Boxed', 'Product ID Tray',\n", + " 'Product ID MPK', 'Supported Technologies', 'TDP_per_core'],\n", + " dtype='object')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "amd_df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NameTDP# of ThreadsTDP_per_coreLaunch Date
34AMD Ryzen™ 9 9950X17032.05.31250008/15/2024
36AMD Ryzen™ 9 9900X12024.05.00000008/15/2024
38AMD Ryzen™ 7 9800X3D12016.07.50000011/07/2024
39AMD Ryzen™ 7 9700X6516.04.06250008/08/2024
40AMD Ryzen™ 5 9600X6512.05.41666708/08/2024
44AMD Ryzen™ 7 PRO 8845HS4516.02.81250004/16/2024
46AMD Ryzen™ 7 PRO 8700GE3516.02.1875004/16/2024
47AMD Ryzen™ 7 PRO 8700G6516.04.0625004/16/2024
51AMD Ryzen™ 5 PRO 8600GE3512.02.9166674/16/2024
52AMD Ryzen™ 5 PRO 8600G6512.05.4166674/16/2024
54AMD Ryzen™ 5 PRO 8500GE3512.02.9166674/16/2024
55AMD Ryzen™ 5 PRO 8500G6512.05.4166674/16/2024
57AMD Ryzen™ 3 PRO 8300GE358.04.3750004/16/2024
58AMD Ryzen™ 3 PRO 8300G658.08.1250004/16/2024
62AMD Ryzen™ 7 8700G6516.04.0625001/31/2024
63AMD Ryzen™ 7 8700F6516.04.06250004/01/2024
67AMD Ryzen™ 5 8600G6512.05.4166671/31/2024
69AMD Ryzen™ 5 8500GE3512.02.9166674/16/2024
70AMD Ryzen™ 5 8500G6512.05.4166671/31/2024
72AMD Ryzen™ 3 8300GE358.04.3750004/16/2024
73AMD Ryzen™ 5 8400F6512.05.41666704/01/2024
74AMD Ryzen™ 3 8300G658.08.1250001/31/2024
105AMD Ryzen™ 9 7940HX5532.01.7187501/17/2024
111AMD Ryzen™ 7 7840HX5524.02.2916671/17/2024
124AMD Ryzen™ 5 7600X3D6512.05.4166679/5/2024
138AMD Ryzen™ 5 7400F6512.05.4166671/9/2025
178AMD Ryzen™ 7 PRO 5755GE3516.02.1875009/5/2024
179AMD Ryzen™ 7 PRO 5755G6516.04.0625009/5/2024
183AMD Ryzen™ 5 PRO 5655GE3512.02.9166675/7/2024
184AMD Ryzen™ 5 PRO 5655G6512.05.4166675/7/2024
191AMD Ryzen™ 3 PRO 5355GE358.04.3750009/5/2024
192AMD Ryzen™ 3 PRO 5355G658.08.1250009/5/2024
198AMD Ryzen™ 9 5900XT10532.03.28125007/31/2024
206AMD Ryzen™ 7 5800XT10516.06.56250007/31/2024
214AMD Ryzen™ 7 5700X3D10516.06.56250001/08/2024
219AMD Ryzen™ 7 57006516.04.06250001/31/2024
229AMD Ryzen™ 5 5600XT6512.05.41666710/31/2024
230AMD Ryzen™ 5 5600T6512.05.41666710/31/2024
231AMD Ryzen™ 5 5600GT6512.05.41666701/08/2024
238AMD Ryzen™ 5 5500GT6512.05.41666701/08/2024
\n", + "" + ], + "text/plain": [ + " Name TDP # of Threads TDP_per_core Launch Date\n", + "34 AMD Ryzen™ 9 9950X 170 32.0 5.312500 08/15/2024\n", + "36 AMD Ryzen™ 9 9900X 120 24.0 5.000000 08/15/2024\n", + "38 AMD Ryzen™ 7 9800X3D 120 16.0 7.500000 11/07/2024\n", + "39 AMD Ryzen™ 7 9700X 65 16.0 4.062500 08/08/2024\n", + "40 AMD Ryzen™ 5 9600X 65 12.0 5.416667 08/08/2024\n", + "44 AMD Ryzen™ 7 PRO 8845HS 45 16.0 2.812500 04/16/2024\n", + "46 AMD Ryzen™ 7 PRO 8700GE 35 16.0 2.187500 4/16/2024\n", + "47 AMD Ryzen™ 7 PRO 8700G 65 16.0 4.062500 4/16/2024\n", + "51 AMD Ryzen™ 5 PRO 8600GE 35 12.0 2.916667 4/16/2024\n", + "52 AMD Ryzen™ 5 PRO 8600G 65 12.0 5.416667 4/16/2024\n", + "54 AMD Ryzen™ 5 PRO 8500GE 35 12.0 2.916667 4/16/2024\n", + "55 AMD Ryzen™ 5 PRO 8500G 65 12.0 5.416667 4/16/2024\n", + "57 AMD Ryzen™ 3 PRO 8300GE 35 8.0 4.375000 4/16/2024\n", + "58 AMD Ryzen™ 3 PRO 8300G 65 8.0 8.125000 4/16/2024\n", + "62 AMD Ryzen™ 7 8700G 65 16.0 4.062500 1/31/2024\n", + "63 AMD Ryzen™ 7 8700F 65 16.0 4.062500 04/01/2024\n", + "67 AMD Ryzen™ 5 8600G 65 12.0 5.416667 1/31/2024\n", + "69 AMD Ryzen™ 5 8500GE 35 12.0 2.916667 4/16/2024\n", + "70 AMD Ryzen™ 5 8500G 65 12.0 5.416667 1/31/2024\n", + "72 AMD Ryzen™ 3 8300GE 35 8.0 4.375000 4/16/2024\n", + "73 AMD Ryzen™ 5 8400F 65 12.0 5.416667 04/01/2024\n", + "74 AMD Ryzen™ 3 8300G 65 8.0 8.125000 1/31/2024\n", + "105 AMD Ryzen™ 9 7940HX 55 32.0 1.718750 1/17/2024\n", + "111 AMD Ryzen™ 7 7840HX 55 24.0 2.291667 1/17/2024\n", + "124 AMD Ryzen™ 5 7600X3D 65 12.0 5.416667 9/5/2024\n", + "138 AMD Ryzen™ 5 7400F 65 12.0 5.416667 1/9/2025\n", + "178 AMD Ryzen™ 7 PRO 5755GE 35 16.0 2.187500 9/5/2024\n", + "179 AMD Ryzen™ 7 PRO 5755G 65 16.0 4.062500 9/5/2024\n", + "183 AMD Ryzen™ 5 PRO 5655GE 35 12.0 2.916667 5/7/2024\n", + "184 AMD Ryzen™ 5 PRO 5655G 65 12.0 5.416667 5/7/2024\n", + "191 AMD Ryzen™ 3 PRO 5355GE 35 8.0 4.375000 9/5/2024\n", + "192 AMD Ryzen™ 3 PRO 5355G 65 8.0 8.125000 9/5/2024\n", + "198 AMD Ryzen™ 9 5900XT 105 32.0 3.281250 07/31/2024\n", + "206 AMD Ryzen™ 7 5800XT 105 16.0 6.562500 07/31/2024\n", + "214 AMD Ryzen™ 7 5700X3D 105 16.0 6.562500 01/08/2024\n", + "219 AMD Ryzen™ 7 5700 65 16.0 4.062500 01/31/2024\n", + "229 AMD Ryzen™ 5 5600XT 65 12.0 5.416667 10/31/2024\n", + "230 AMD Ryzen™ 5 5600T 65 12.0 5.416667 10/31/2024\n", + "231 AMD Ryzen™ 5 5600GT 65 12.0 5.416667 01/08/2024\n", + "238 AMD Ryzen™ 5 5500GT 65 12.0 5.416667 01/08/2024" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "amd_df[['Name', 'TDP', '# of Threads', 'TDP_per_core', 'Launch Date']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Update the static CodeCarbon database" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NameTDP
01075T95
1255e45
23260 HE45
3328065
43320 EE25
.........
3923TL-5231
3924TL-6031
3925TL-6435
3926X115017
3927X94045
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" + ], + "text/plain": [ + " Name TDP\n", + "0 1075T 95\n", + "1 255e 45\n", + "2 3260 HE 45\n", + "3 3280 65\n", + "4 3320 EE 25\n", + "... ... ..\n", + "3923 TL-52 31\n", + "3924 TL-60 31\n", + "3925 TL-64 35\n", + "3926 X1150 17\n", + "3927 X940 45\n", + "\n", + "[3928 rows x 2 columns]" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('cpu_power.csv')\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NameTDP
0AMD EPYC 9965500.0
1AMD EPYC 9845390.0
2AMD EPYC 9825390.0
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" + ], + "text/plain": [ + " Name TDP\n", + "0 AMD EPYC 9965 500.0\n", + "1 AMD EPYC 9845 390.0\n", + "2 AMD EPYC 9825 390.0" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "amd_csv_path = './AMD_Server_Processor_Specifications.csv'\n", + "amd_df = pd.read_csv(amd_csv_path)\n", + "amd_df['TDP'] = pd.to_numeric(amd_df['Default TDP'].str.replace('W', ''), errors='coerce')\n", + "amd_df['Name'] = amd_df['Name'].str.replace('™', '')\n", + "amd_server = amd_df[['Name', 'TDP' ]]\n", + "amd_server = amd_server.dropna(subset=['TDP'])\n", + "amd_server.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_52381/4222190993.py:6: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " new_cpus['TDP'] = new_cpus['TDP_AMD']\n" + ] + }, + { + "data": { + "text/html": [ + "
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NameTDPTDP_AMD_merge
505AMD EPYC 4124P6565right_only
506AMD EPYC 4244P6565right_only
507AMD EPYC 4344P6565right_only
508AMD EPYC 4364P105105right_only
509AMD EPYC 4464P6565right_only
...............
752AMD Opteron 6328115115right_only
753AMD Opteron 6338P9999right_only
754AMD Opteron 6344115115right_only
757AMD Opteron 6370P9999right_only
807AMD Opteron X2170 APU2525right_only
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113 rows × 4 columns

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" + ], + "text/plain": [ + " Name TDP TDP_AMD _merge\n", + "505 AMD EPYC 4124P 65 65 right_only\n", + "506 AMD EPYC 4244P 65 65 right_only\n", + "507 AMD EPYC 4344P 65 65 right_only\n", + "508 AMD EPYC 4364P 105 105 right_only\n", + "509 AMD EPYC 4464P 65 65 right_only\n", + ".. ... ... ... ...\n", + "752 AMD Opteron 6328 115 115 right_only\n", + "753 AMD Opteron 6338P 99 99 right_only\n", + "754 AMD Opteron 6344 115 115 right_only\n", + "757 AMD Opteron 6370P 99 99 right_only\n", + "807 AMD Opteron X2170 APU 25 25 right_only\n", + "\n", + "[113 rows x 4 columns]" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Merge df with amd_server, avoiding duplicates\n", + "amd_server['TDP'] = amd_server['TDP'].astype(int).astype(str)\n", + "merged_df = df.merge(amd_server, on='Name', how='outer', suffixes=('', '_AMD'), indicator=True)\n", + "# Filter for new entries that are only in amd_server\n", + "new_cpus = merged_df[merged_df['_merge'] == 'right_only']\n", + "new_cpus['TDP'] = new_cpus['TDP_AMD']\n", + "new_cpus" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NameTDP
505AMD EPYC 4124P65
506AMD EPYC 4244P65
507AMD EPYC 4344P65
508AMD EPYC 4364P105
509AMD EPYC 4464P65
.........
752AMD Opteron 6328115
753AMD Opteron 6338P99
754AMD Opteron 6344115
757AMD Opteron 6370P99
807AMD Opteron X2170 APU25
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113 rows × 2 columns

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" + ], + "text/plain": [ + " Name TDP\n", + "505 AMD EPYC 4124P 65\n", + "506 AMD EPYC 4244P 65\n", + "507 AMD EPYC 4344P 65\n", + "508 AMD EPYC 4364P 105\n", + "509 AMD EPYC 4464P 65\n", + ".. ... ...\n", + "752 AMD Opteron 6328 115\n", + "753 AMD Opteron 6338P 99\n", + "754 AMD Opteron 6344 115\n", + "757 AMD Opteron 6370P 99\n", + "807 AMD Opteron X2170 APU 25\n", + "\n", + "[113 rows x 2 columns]" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "\n", + "# merged_df.query('Name.str.contains(\"EPYC\")')\n", + "new_cpus_to_add = new_cpus.drop(columns=['_merge']).loc[:, df.columns]\n", + "new_cpus_to_add\n" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NameTDP
3928AMD EPYC 4124P65
\n", + "
" + ], + "text/plain": [ + " Name TDP\n", + "3928 AMD EPYC 4124P 65" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Option 2: Append the new CPUs to the original df\n", + "df = pd.concat([df, new_cpus_to_add], ignore_index=True)\n", + "df.sort_values('Name', ascending=True, inplace=True)\n", + "df.query('Name.str.contains(\"AMD EPYC 4124P\")')" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "df.to_csv('cpu_power.csv', index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "codecarbon", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/codecarbon/data/hardware/cpu_load_profiling/AMD_EPYC_8024P_8C/compare_cpu_load_and_RAPL-all_cores-AMD_EPYC_8024P_8-Core_Processor-2025-01-14-tasks.csv b/codecarbon/data/hardware/cpu_load_profiling/AMD_EPYC_8024P_8C/compare_cpu_load_and_RAPL-all_cores-AMD_EPYC_8024P_8-Core_Processor-2025-01-14-tasks.csv new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/AMD_EPYC_8024P_8C/compare_cpu_load_and_RAPL-all_cores-AMD_EPYC_8024P_8-Core_Processor-2025-01-14-tasks.csv @@ -0,0 +1 @@ + diff --git a/codecarbon/data/hardware/cpu_load_profiling/AMD_EPYC_8024P_8C/compare_cpu_load_and_RAPL-all_cores-AMD_EPYC_8024P_8-Core_Processor-2025-01-14.csv b/codecarbon/data/hardware/cpu_load_profiling/AMD_EPYC_8024P_8C/compare_cpu_load_and_RAPL-all_cores-AMD_EPYC_8024P_8-Core_Processor-2025-01-14.csv new file mode 100644 index 000000000..61dc1d699 --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/AMD_EPYC_8024P_8C/compare_cpu_load_and_RAPL-all_cores-AMD_EPYC_8024P_8-Core_Processor-2025-01-14.csv @@ -0,0 +1,12 @@ +task_name,load_type,cpu_name,timestamp,cores_used,cpu_load,temperature,cpu_freq,rapl_power,rapl_energy,estimated_power,estimated_energy,tapo_power,tapo_energy,tapo_time_delta,duration +Load for 0 threads or % load on all_cores,all_cores,AMD EPYC 8024P 8-Core Processor,1736870539.3604305,16,0.6,0,1588.8038125,0.5890910446092622,0.0001549484709031223,0.5283870967741936,4.483109622193541e-06,0,0,0,30.545820467999988 +Load for 10 threads or % load on all_cores,all_cores,AMD EPYC 8024P 8-Core Processor,1736870570.4132967,16,10.0,0,1499.2493125,18.614618427174943,0.0002482180077409144,9.351290322580647,7.94934203722469e-05,0,0,0,30.604371506000007 +Load for 20 threads or % load on all_cores,all_cores,AMD EPYC 8024P 8-Core Processor,1736870601.5247905,16,20.0,0,1710.87575,29.50062862301284,0.0003278735881319947,18.08709677419355,0.00015376875545155633,0,0,0,30.60747165600003 +Load for 30 threads or % load on all_cores,all_cores,AMD EPYC 8024P 8-Core Processor,1736870632.6398633,16,30.0,0,2275.4458125,38.665937352398046,0.00035451283138781577,26.628387096774198,0.000226326359785935,0,0,0,30.59898082199993 +Load for 40 threads or % load on all_cores,all_cores,AMD EPYC 8024P 8-Core Processor,1736870663.7467482,16,40.3,0,2005.7899375,41.7532422053059,0.000365986424177794,35.12903225806452,0.0002984793734458876,0,0,0,30.587945687 +Load for 50 threads or % load on all_cores,all_cores,AMD EPYC 8024P 8-Core Processor,1736870694.8418806,16,50.0,0,2995.3906875,43.218847417139216,0.0004040316335028266,43.96064516129032,0.00037339789414168585,0,0,0,30.579274994000002 +Load for 60 threads or % load on all_cores,all_cores,AMD EPYC 8024P 8-Core Processor,1736870725.9287038,16,64.6,0,2995.0565625,47.60235461601638,0.0004135376972187821,52.64709677419356,0.0004470785513329841,0,0,0,30.572279641000023 +Load for 70 threads or % load on all_cores,all_cores,AMD EPYC 8024P 8-Core Processor,1736870757.008383,16,70.2,0,2995.4159375,48.71374809013383,0.00041818504176998825,61.33064516129033,0.0005208395157953634,0,0,0,30.573280777000036 +Load for 80 threads or % load on all_cores,all_cores,AMD EPYC 8024P 8-Core Processor,1736870788.0900218,16,80.0,0,2995.0515,49.29431270782221,0.00043202708951028436,69.78193548387098,0.0005926033291364812,0,0,0,30.572722531999943 +Load for 90 threads or % load on all_cores,all_cores,AMD EPYC 8024P 8-Core Processor,1736870819.169809,16,89.4,0,2995.3314375,50.71795701044753,0.00039116028792797984,78.46548387096773,0.0006661357492079613,0,0,0,30.563372235000088 +Load for 100 threads or % load on all_cores,all_cores,AMD EPYC 8024P 8-Core Processor,1736870850.241218,16,100.0,0,2960.06425,46.07999203334885,0.0003927146597270323,86.62645161290322,0.0007355714738463658,0,0,0,30.57010326000011 diff --git a/codecarbon/data/hardware/cpu_load_profiling/AMD_EPYC_8024P_8C/compare_cpu_load_and_RAPL-some_cores-AMD_EPYC_8024P_8-Core_Processor-2025-01-14-tasks.csv b/codecarbon/data/hardware/cpu_load_profiling/AMD_EPYC_8024P_8C/compare_cpu_load_and_RAPL-some_cores-AMD_EPYC_8024P_8-Core_Processor-2025-01-14-tasks.csv new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/AMD_EPYC_8024P_8C/compare_cpu_load_and_RAPL-some_cores-AMD_EPYC_8024P_8-Core_Processor-2025-01-14-tasks.csv @@ -0,0 +1 @@ + diff --git a/codecarbon/data/hardware/cpu_load_profiling/AMD_EPYC_8024P_8C/compare_cpu_load_and_RAPL-some_cores-AMD_EPYC_8024P_8-Core_Processor-2025-01-14.csv b/codecarbon/data/hardware/cpu_load_profiling/AMD_EPYC_8024P_8C/compare_cpu_load_and_RAPL-some_cores-AMD_EPYC_8024P_8-Core_Processor-2025-01-14.csv new file mode 100644 index 000000000..12cb34c91 --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/AMD_EPYC_8024P_8C/compare_cpu_load_and_RAPL-some_cores-AMD_EPYC_8024P_8-Core_Processor-2025-01-14.csv @@ -0,0 +1,12 @@ +task_name,load_type,cpu_name,timestamp,cores_used,cpu_load,temperature,cpu_freq,rapl_power,rapl_energy,estimated_power,estimated_energy,tapo_power,tapo_energy,tapo_time_delta,duration +Load for 0 threads or % load on some_cores,some_cores,AMD EPYC 8024P 8-Core Processor,1736870885.4314823,0,0.0,0,1573.6895625,0.570341609175781,0.0001498387148708754,0.4006451612903227,3.3952651785241804e-06,0,0,0,30.509340853999902 +Load for 1 threads or % load on some_cores,some_cores,AMD EPYC 8024P 8-Core Processor,1736870916.4484718,1,6.8,0,1674.0149375,18.32137992981586,0.0003186004209912441,6.143225806451613,5.213020505654175e-05,0,0,0,30.548963089000154 +Load for 3 threads or % load on some_cores,some_cores,AMD EPYC 8024P 8-Core Processor,1736870947.5048661,3,18.6,0,1875.329125,37.67548313872943,0.00035289236703589175,16.79806451612903,0.00014253898582775382,0,0,0,30.54814376499985 +Load for 4 threads or % load on some_cores,some_cores,AMD EPYC 8024P 8-Core Processor,1736870978.5606444,4,24.8,0,1917.428375,41.64788408234253,0.0003687826669703416,22.357741935483872,0.00018972382129295778,0,0,0,30.549244971999997 +Load for 6 threads or % load on some_cores,some_cores,AMD EPYC 8024P 8-Core Processor,1736871009.6169264,6,37.3,0,2390.904875,43.577488003823284,0.00040014462511544363,33.12870967741936,0.0002811189356871732,0,0,0,30.54906796199998 +Load for 8 threads or % load on some_cores,some_cores,AMD EPYC 8024P 8-Core Processor,1736871040.6735368,8,50.3,0,2577.975125,47.22484688134498,0.0004186007634914522,43.899677419354845,0.00037251962926638875,0,0,0,30.54776646800019 +Load for 9 threads or % load on some_cores,some_cores,AMD EPYC 8024P 8-Core Processor,1736871071.7283158,9,56.2,0,2552.9630625,49.348595570337984,0.00042330994975879783,49.53193548387097,0.00042031326421113654,0,0,0,30.549575562999962 +Load for 11 threads or % load on some_cores,some_cores,AMD EPYC 8024P 8-Core Processor,1736871102.7853847,11,71.6,0,2786.4235,49.929496571226025,0.0004353003696289052,60.29419354838709,0.0005116486368893932,0,0,0,30.549821148999854 +Load for 12 threads or % load on some_cores,some_cores,AMD EPYC 8024P 8-Core Processor,1736871133.8423305,12,78.1,0,2864.8995625,51.11155331744621,0.0003866883171281862,65.8741935483871,0.0005590049861902901,0,0,0,30.550244901000042 +Load for 14 threads or % load on some_cores,some_cores,AMD EPYC 8024P 8-Core Processor,1736871164.901577,14,87.5,0,2994.7883125,45.597339246911396,0.00039462264042008227,76.74677419354839,0.0006513229867146689,0,0,0,30.552348375000065 +Load for 16 threads or % load on some_cores,some_cores,AMD EPYC 8024P 8-Core Processor,1736871195.9626908,16,100.0,0,2953.2051875,46.50666589353752,0.00039668247206794613,87.01548387096774,0.0007384650344527547,0,0,0,30.552532602999918 diff --git a/codecarbon/data/hardware/cpu_load_profiling/AMD_Threadripper/compare_cpu_load_and_RAPL-all_cores-AMD_Ryzen_Threadripper_1950X_16-Core_Processor-2025-01-14.csv b/codecarbon/data/hardware/cpu_load_profiling/AMD_Threadripper/compare_cpu_load_and_RAPL-all_cores-AMD_Ryzen_Threadripper_1950X_16-Core_Processor-2025-01-14.csv new file mode 100644 index 000000000..628ae8d2a --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/AMD_Threadripper/compare_cpu_load_and_RAPL-all_cores-AMD_Ryzen_Threadripper_1950X_16-Core_Processor-2025-01-14.csv @@ -0,0 +1,12 @@ +task_name,load_type,cpu_name,timestamp,cores_used,cpu_load,temperature,cpu_freq,rapl_power,rapl_energy,estimated_power,estimated_energy,tapo_power,tapo_energy,tapo_time_delta,duration +Load for 0 threads or % load on all_cores,all_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861292.1865184,32,2.8,34.0,2332.872375,1.376693725703893,0.00036348698592824497,2.685483870967742,2.287107937566501e-05,115,0,25.784160137176514,30.67482220400052 +Load for 10 threads or % load on all_cores,all_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861323.3733351,32,13.9,39.0,2398.1069375,43.30157205175239,0.0005287301286782094,18.41632258064516,0.00015699294566882027,147,2,31.239955186843872,30.690144125997904 +Load for 20 threads or % load on all_cores,all_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861354.606225,32,23.2,49.0,2525.59284375,62.548275592287716,0.000667400991698144,51.95264516129033,0.0004430374025184006,198,1,31.248691082000732,30.67295572799776 +Load for 30 threads or % load on all_cores,all_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861385.796707,32,36.4,46.0,2797.5584375,79.17104774627222,0.0009009795239774861,82.75797881016943,0.0007061364594770959,226,2,31.160773754119873,30.710970439999073 +Load for 40 threads or % load on all_cores,all_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861417.028149,32,44.8,51.0,2821.1256562500002,106.32788732711822,0.0010895405520484095,121.69003144108179,0.001039181644778305,257,2,31.274537086486816,30.744163438001124 +Load for 50 threads or % load on all_cores,all_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861448.2934384,32,53.1,52.0,2987.12765625,128.12680031791092,0.0012224324344729436,150.75142340191675,0.0012868445490575916,219,2,31.180025577545166,30.71990360300333 +Load for 60 threads or % load on all_cores,all_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861479.5261245,32,66.0,56.0,3690.57340625,144.1489018144105,0.0014702612339858234,160.82284379438934,0.0013702119021750114,285,2,31.250231504440308,30.68199840700254 +Load for 70 threads or % load on all_cores,all_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861510.718988,32,72.1,57.0,3576.53553125,172.4348439188416,0.0014511648695420768,166.20343002665635,0.001415799954084005,278,3,31.177345514297485,30.66615740099951 +Load for 80 threads or % load on all_cores,all_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861541.892845,32,83.1,56.0,3418.62696875,170.32448690508448,0.0014419653435713518,169.0462755144238,0.001440005981082607,279,2,31.25270128250122,30.67268269300257 +Load for 90 threads or % load on all_cores,all_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861573.0767784,32,91.7,56.0,3357.159875,169.17512402821018,0.001424203854084394,170.99110652598637,0.0014592032859312692,277,2,31.135616064071655,30.722248964000755 +Load for 100 threads or % load on all_cores,all_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861604.3297272,32,99.7,56.0,3323.42371875,166.8914474009169,0.0014241745394776087,172.01108915577154,0.0014670329755684629,278,3,31.260193586349487,30.684765958001663 diff --git a/codecarbon/data/hardware/cpu_load_profiling/AMD_Threadripper/compare_cpu_load_and_RAPL-some_cores-AMD_Ryzen_Threadripper_1950X_16-Core_Processor-2025-01-14.csv b/codecarbon/data/hardware/cpu_load_profiling/AMD_Threadripper/compare_cpu_load_and_RAPL-some_cores-AMD_Ryzen_Threadripper_1950X_16-Core_Processor-2025-01-14.csv new file mode 100644 index 000000000..1994a2bf9 --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/AMD_Threadripper/compare_cpu_load_and_RAPL-some_cores-AMD_Ryzen_Threadripper_1950X_16-Core_Processor-2025-01-14.csv @@ -0,0 +1,12 @@ +task_name,load_type,cpu_name,timestamp,cores_used,cpu_load,temperature,cpu_freq,rapl_power,rapl_energy,estimated_power,estimated_energy,tapo_power,tapo_energy,tapo_time_delta,duration +Load for 0 threads or % load on some_cores,some_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861645.8957796,0,5.0,44.0,2404.504125,1.4314313929445108,0.00037612030867378377,2.5403225806451615,2.1533075069456695e-05,161,2,41.54746890068054,30.50736453400168 +Load for 3 threads or % load on some_cores,some_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861676.92222,3,12.2,53.0,2470.4883125,45.38482572705677,0.000643388347349155,15.636774193548389,0.00013281317053516283,159,1,31.027068614959717,30.60917342099856 +Load for 6 threads or % load on some_cores,some_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861708.0628958,6,22.9,57.0,2782.765875,76.2361648967495,0.0007852407877754612,45.20264516129032,0.00038409021052205965,178,2,31.136895179748535,30.582065591002902 +Load for 9 threads or % load on some_cores,some_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861739.1693892,9,32.2,53.0,2985.71678125,93.3325909425021,0.0010383771248677017,79.43787901061218,0.0006748331769033504,266,2,31.1038601398468,30.566226797000127 +Load for 12 threads or % load on some_cores,some_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861770.2447922,12,41.4,56.0,3206.83459375,123.02110940943629,0.0012440137061823899,106.22233175845183,0.000901886908494226,278,2,31.06801199913025,30.572869749998063 +Load for 16 threads or % load on some_cores,some_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861801.3405495,16,52.0,59.0,3497.22140625,147.40291619865533,0.0014847857724110004,151.95548639522778,0.0012909726593646263,278,2,31.09264326095581,30.595551153000997 +Load for 19 threads or % load on some_cores,some_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861832.4449117,19,64.0,61.0,3411.51403125,174.78376979270854,0.001472625799905254,161.29498553839264,0.0013694488571545866,279,3,31.248048543930054,30.567659471998923 +Load for 22 threads or % load on some_cores,some_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861863.553106,22,73.1,60.0,3552.37396875,173.30973054466918,0.0014398759664831836,165.96767419530283,0.0014106243805873664,324,2,31.02893352508545,30.57063357000152 +Load for 25 threads or % load on some_cores,some_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861894.641952,25,80.1,60.0,3314.47165625,169.42739506124113,0.0014223668401147846,169.16041577918944,0.0014371547304600357,326,3,31.0912823677063,30.577015545000904 +Load for 28 threads or % load on some_cores,some_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861925.7400923,28,92.5,59.0,3611.6851875,167.4199618733835,0.0014106022938975976,170.8023391866958,0.0014508931444192387,280,3,31.036678552627563,30.5716582189998 +Load for 32 threads or % load on some_cores,some_cores,AMD Ryzen Threadripper 1950X 16-Core Processor,1736861956.8230855,32,100.0,58.0,3399.25659375,166.03346252141944,0.0014042897956531592,172.11738734560865,0.0014619673561903947,290,2,31.138123273849487,30.579071764001128 diff --git a/codecarbon/data/hardware/cpu_load_profiling/E3-1240/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14-tasks.csv b/codecarbon/data/hardware/cpu_load_profiling/E3-1240/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14-tasks.csv new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/E3-1240/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14-tasks.csv @@ -0,0 +1 @@ + diff --git a/codecarbon/data/hardware/cpu_load_profiling/E3-1240/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14.csv b/codecarbon/data/hardware/cpu_load_profiling/E3-1240/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14.csv new file mode 100644 index 000000000..96b1ed3bd --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/E3-1240/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14.csv @@ -0,0 +1,12 @@ +task_name,load_type,cpu_name,timestamp,cores_used,cpu_load,temperature,cpu_freq,rapl_power,rapl_energy,estimated_power,estimated_energy,tapo_power,tapo_energy,tapo_time_delta,duration +Load for 0 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866099.9980605,8,2.5,49.0,1599.327875,0.1762793799621185,4.6355697362304715e-05,0.9059032258064517,7.684335073074023e-06,0,0,0,30.538775300999987 +Load for 10 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866131.0446987,8,12.5,49.8,1599.292875,5.5088107550388195,5.799798473168395e-05,7.701290322580645,6.536165501667947e-05,0,0,0,30.556003262000104 +Load for 20 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866162.1088045,8,21.8,49.8,1615.887,6.874427700098117,6.887324732077552e-05,14.45883870967742,0.00012281514661734017,0,0,0,30.5808577480002 +Load for 30 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866193.198372,8,32.5,51.2,1608.707625,8.150962966608036,8.008787768136114e-05,21.122903225806454,0.00017917736530554418,0,0,0,30.538505429999987 +Load for 40 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866224.2449238,8,41.2,52.6,1774.674,9.590357335248587,0.00011939784885153792,27.519870967741934,0.00023356720765311314,0,0,0,30.55596754599992 +Load for 50 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866255.3088953,8,51.3,67.0,3691.3945,14.386126401140913,0.0002032038075629114,34.119387096774204,0.0002894370308469203,0,0,0,30.540959523999845 +Load for 60 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866286.357926,8,60.8,67.8,3203.470375,24.131781439057242,0.0002502017190501027,40.80125806451613,0.00034607542561449563,0,0,0,30.536806867999985 +Load for 70 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866317.402762,8,71.3,82.6,3592.053,29.980918434149974,0.0003775369217515201,47.27390322580646,0.0004010445097183033,0,0,0,30.541943295000237 +Load for 80 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866348.452758,8,80.2,86.0,3594.7035,44.58692502781162,0.0004000440664238894,53.58183870967742,0.00045449143269400997,0,0,0,30.537735556999905 +Load for 90 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866379.4978347,8,88.9,84.6,3591.723,47.199718258502074,0.0004102256151246736,60.172451612903224,0.0005103165358412896,0,0,0,30.533969553000134 +Load for 100 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866410.5401917,8,100.0,85.2,3591.759875,48.40222176814008,0.00041915237032163,66.44032258064517,0.0005636082589397366,0,0,0,30.540446279000207 diff --git a/codecarbon/data/hardware/cpu_load_profiling/E3-1240/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14-tasks.csv b/codecarbon/data/hardware/cpu_load_profiling/E3-1240/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14-tasks.csv new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/E3-1240/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14-tasks.csv @@ -0,0 +1 @@ + diff --git a/codecarbon/data/hardware/cpu_load_profiling/E3-1240/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14.csv b/codecarbon/data/hardware/cpu_load_profiling/E3-1240/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14.csv new file mode 100644 index 000000000..2c234b015 --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/E3-1240/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14.csv @@ -0,0 +1,10 @@ +task_name,load_type,cpu_name,timestamp,cores_used,cpu_load,temperature,cpu_freq,rapl_power,rapl_energy,estimated_power,estimated_energy,tapo_power,tapo_energy,tapo_time_delta,duration +Load for 0 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866451.8262937,0,2.5,59.4,1622.370375,0.1829557095380892,4.8066226786283583e-05,1.175225806451613,9.959652394347182e-06,0,0,0,30.510028410999894 +Load for 1 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866482.8443036,1,13.7,66.8,2909.180125,6.1681087430444785,0.00017863574624181477,8.820870967741937,7.480994601777782e-05,0,0,0,30.532809745000122 +Load for 2 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866513.885087,2,25.3,74.4,3154.836875,21.330531392160513,0.0002490961023322788,17.167645161290324,0.00014560237809553166,0,0,0,30.533378567 +Load for 3 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866544.926259,3,38.8,82.4,3379.551,29.60393014529158,0.000310693952443852,25.54335483870968,0.00021663643725879813,0,0,0,30.533274188000178 +Load for 4 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866575.9672496,4,50.0,90.6,3093.732375,36.830415975414766,0.000362681275978122,33.9123870967742,0.00028761470732627394,0,0,0,30.533258208000007 +Load for 5 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866607.008547,5,60.8,93.8,3591.593,42.818970213978986,0.00037760179374785995,41.602548387096775,0.0003528519844455608,0,0,0,30.534384863000014 +Load for 6 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866638.0509386,6,76.2,90.0,3342.7835,44.592887191004166,0.0003967921685445921,50.56587096774194,0.00042885450421531923,0,0,0,30.533063157000015 +Load for 7 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866669.0927322,7,88.7,83.0,3591.758125,46.8127764264249,0.0004043059895556436,59.023935483870964,0.0005006315188387323,0,0,0,30.53561314799981 +Load for 8 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736866700.138663,8,100.0,84.2,3591.768875,47.73004219703574,0.0004210827754770616,66.56941935483871,0.0005645897030578939,0,0,0,30.5334539090004 diff --git a/codecarbon/data/hardware/cpu_load_profiling/E5-1240/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14-tasks.csv b/codecarbon/data/hardware/cpu_load_profiling/E5-1240/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14-tasks.csv new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/E5-1240/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14-tasks.csv @@ -0,0 +1 @@ + diff --git a/codecarbon/data/hardware/cpu_load_profiling/E5-1240/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14.csv b/codecarbon/data/hardware/cpu_load_profiling/E5-1240/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14.csv new file mode 100644 index 000000000..46a87f96f --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/E5-1240/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14.csv @@ -0,0 +1,12 @@ +task_name,load_type,cpu_name,timestamp,cores_used,cpu_load,temperature,cpu_freq,rapl_power,rapl_energy,estimated_power,estimated_energy,tapo_power,tapo_energy,tapo_time_delta,duration +Load for 0 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864264.566133,8,2.5,55.4,1597.2875,0.24045452886021762,6.321467779392322e-05,0.9437419354838712,8.00299163331743e-06,0,0,0,30.530655949999982 +Load for 10 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864295.6047955,8,10.3,56.0,1608.7538749999999,7.538504597340449,8.54672550404164e-05,7.728000000000001,6.558665694214691e-05,0,0,0,30.552170786000033 +Load for 20 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864326.6656816,8,21.3,56.6,1596.3545,10.155731937011202,0.00010787949074796827,14.314161290322582,0.00012158928507307066,0,0,0,30.58094489799987 +Load for 30 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864357.7544494,8,31.6,57.4,1597.23125,12.777656622991184,0.00012821319923714356,21.04277419354839,0.0001784956265845537,0,0,0,30.539114385999937 +Load for 40 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864388.8024442,8,41.3,58.6,2180.2647500000003,15.395214417842357,0.0002021824959125328,27.571064516129034,0.00023397646594410047,0,0,0,30.551980603000175 +Load for 50 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864419.8624222,8,51.9,61.8,1793.815125,24.21258198840792,0.0003044742055236128,34.221774193548384,0.00029040600192907343,0,0,0,30.55149350800002 +Load for 60 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864450.9216642,8,62.0,78.2,3588.65625,36.60190500045977,0.0004947912699993662,40.71445161290323,0.00034540601126875473,0,0,0,30.542951248999998 +Load for 70 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864481.9730074,8,70.0,87.6,3591.77275,59.21681786864419,0.0007304884855014321,47.18487096774194,0.0004002782981833257,0,0,0,30.540747797999984 +Load for 80 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864513.0216124,8,80.0,92.4,3591.752625,86.28703440247716,0.0007775349425830115,53.49503225806452,0.00045366902355707455,0,0,0,30.532312602000047 +Load for 90 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864544.062235,8,89.6,93.8,3591.755875,91.60016243312562,0.0007568507235356488,58.56987096774195,0.0004968053414603382,0,0,0,30.538087567000048 +Load for 100 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864575.1117647,8,84.6,93.4,3591.759375,89.35810683301246,0.0007923197952442191,63.940741935483864,0.0005423658388764648,0,0,0,30.537738765000086 diff --git a/codecarbon/data/hardware/cpu_load_profiling/E5-1240/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14-tasks.csv b/codecarbon/data/hardware/cpu_load_profiling/E5-1240/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14-tasks.csv new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/E5-1240/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14-tasks.csv @@ -0,0 +1 @@ + diff --git a/codecarbon/data/hardware/cpu_load_profiling/E5-1240/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14.csv b/codecarbon/data/hardware/cpu_load_profiling/E5-1240/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14.csv new file mode 100644 index 000000000..619c868f6 --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/E5-1240/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E3-1240_V2_@_3.40GHz-2025-01-14.csv @@ -0,0 +1,10 @@ +task_name,load_type,cpu_name,timestamp,cores_used,cpu_load,temperature,cpu_freq,rapl_power,rapl_energy,estimated_power,estimated_energy,tapo_power,tapo_energy,tapo_time_delta,duration +Load for 0 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864616.3802829,0,1.3,64.4,1722.9547499999999,0.24348604948238767,6.396986895363006e-05,0.9637741935483872,8.167858581407357e-06,0,0,0,30.510393207000106 +Load for 1 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864647.3992167,1,13.8,71.8,2908.105125,8.546889319740076,0.00032664317798099946,8.972225806451613,7.609811727004668e-05,0,0,0,30.53422949700007 +Load for 2 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864678.4420338,2,25.0,77.6,2677.836875,39.05248608945464,0.00046885920175372686,17.312322580645162,0.00014683093029187213,0,0,0,30.53335141499997 +Load for 3 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864709.4832304,3,38.8,82.0,3093.805875,55.74034273843472,0.00058967813118657,25.610129032258065,0.0002172003980805138,0,0,0,30.53297458499992 +Load for 4 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864740.5242574,4,51.3,89.4,3592.125625,69.91521339597362,0.000691733977831184,34.019225806451615,0.0002885280151346684,0,0,0,30.534353922000037 +Load for 5 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864771.5664937,5,60.0,94.6,3591.77,81.68108269518869,0.0007244284862089941,41.13290322580646,0.0003488550486577481,0,0,0,30.533480329999975 +Load for 6 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864802.6076632,6,70.9,92.6,3591.811375,85.51117470400919,0.0007499405605075199,49.79129032258064,0.0004222963451957981,0,0,0,30.534298728000067 +Load for 7 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864833.6504998,7,88.9,90.6,3591.7715,88.5859467712891,0.000793641966024175,59.197548387096774,0.0005020658069015539,0,0,0,30.533413398999983 +Load for 8 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E3-1240 V2 @ 3.40GHz,1736864864.6926847,8,100.0,90.6,3591.7475,93.67184784435268,0.0008193529074262459,66.63396774193548,0.000565153702695967,0,0,0,30.53452582199975 diff --git a/codecarbon/data/hardware/cpu_load_profiling/E5-2620/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E5-2620_v3_@_2.40GHz-2025-01-14-tasks.csv b/codecarbon/data/hardware/cpu_load_profiling/E5-2620/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E5-2620_v3_@_2.40GHz-2025-01-14-tasks.csv new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/E5-2620/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E5-2620_v3_@_2.40GHz-2025-01-14-tasks.csv @@ -0,0 +1 @@ + diff --git a/codecarbon/data/hardware/cpu_load_profiling/E5-2620/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E5-2620_v3_@_2.40GHz-2025-01-14.csv b/codecarbon/data/hardware/cpu_load_profiling/E5-2620/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E5-2620_v3_@_2.40GHz-2025-01-14.csv new file mode 100644 index 000000000..8a9909807 --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/E5-2620/compare_cpu_load_and_RAPL-all_cores-Intel(R)_Xeon(R)_CPU_E5-2620_v3_@_2.40GHz-2025-01-14.csv @@ -0,0 +1,12 @@ +task_name,load_type,cpu_name,timestamp,cores_used,cpu_load,temperature,cpu_freq,rapl_power,rapl_energy,estimated_power,estimated_energy,tapo_power,tapo_energy,tapo_time_delta,duration +Load for 0 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736851743.3478487,24,0.0,32.92857142857143,1666.6777916666667,0.5133866472185064,0.00013516682896670684,0.13709677419354838,1.1643220985035955e-06,0,0,0,30.57596656700025 +Load for 10 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736851774.4329672,24,10.0,34.0,1395.8670833333333,16.393231698147034,0.0002615093458739823,16.70387096774194,0.00014209152257347633,0,0,0,30.625665163999656 +Load for 20 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736851805.5679224,24,20.0,35.214285714285715,1200.067875,30.981249858901204,0.00032480096234055456,33.150000000000006,0.00028184237688695906,0,0,0,30.609375409999302 +Load for 30 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736851836.6865406,24,30.0,36.42857142857143,1200.0924166666666,38.4109895669274,0.0003803408392724292,49.54677419354839,0.00042138001590360423,0,0,0,30.619102634000228 +Load for 40 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736851867.8147955,24,40.5,39.0,1359.3699583333334,45.28221173134997,0.0005286525493105876,65.92709677419354,0.000560481283428218,0,0,0,30.607923018999827 +Load for 50 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736851898.9319813,24,50.2,40.07142857142857,1675.1815833333333,62.15733970891361,0.0005226188955947848,82.30741935483871,0.0006995284841773753,0,0,0,30.598696191000272 +Load for 60 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736851930.0399046,24,60.0,42.42857142857143,2081.6238333333336,61.94885605758223,0.0006439153740207745,98.64935483870968,0.0008383901874825152,0,0,0,30.59755781199965 +Load for 70 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736851961.1466608,24,69.9,47.42857142857143,2600.2822499999997,76.92334580239137,0.0009501084453639348,114.92,0.0009769654159054015,0,0,0,30.606379566000214 +Load for 80 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736851992.2622006,24,80.8,49.714285714285715,2606.1148333333335,111.88460818853675,0.0009838415673504054,131.25645161290325,0.0011155469922320095,0,0,0,30.59841364100066 +Load for 90 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736852023.370749,24,89.7,51.642857142857146,2566.944875,115.80752337627442,0.0009980875206916026,147.63129032258067,0.0012548379009832316,0,0,0,30.60126471300009 +Load for 100 threads or % load on all_cores,all_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736852054.4802783,24,99.6,51.214285714285715,2400.266,117.01747308959027,0.0008921996457035876,163.77032258064517,0.001391876641844674,0,0,0,30.598267295999904 diff --git a/codecarbon/data/hardware/cpu_load_profiling/E5-2620/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E5-2620_v3_@_2.40GHz-2025-01-14-tasks.csv b/codecarbon/data/hardware/cpu_load_profiling/E5-2620/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E5-2620_v3_@_2.40GHz-2025-01-14-tasks.csv new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/E5-2620/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E5-2620_v3_@_2.40GHz-2025-01-14-tasks.csv @@ -0,0 +1 @@ + diff --git a/codecarbon/data/hardware/cpu_load_profiling/E5-2620/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E5-2620_v3_@_2.40GHz-2025-01-14.csv b/codecarbon/data/hardware/cpu_load_profiling/E5-2620/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E5-2620_v3_@_2.40GHz-2025-01-14.csv new file mode 100644 index 000000000..78b70b55d --- /dev/null +++ b/codecarbon/data/hardware/cpu_load_profiling/E5-2620/compare_cpu_load_and_RAPL-some_cores-Intel(R)_Xeon(R)_CPU_E5-2620_v3_@_2.40GHz-2025-01-14.csv @@ -0,0 +1,12 @@ +task_name,load_type,cpu_name,timestamp,cores_used,cpu_load,temperature,cpu_freq,rapl_power,rapl_energy,estimated_power,estimated_energy,tapo_power,tapo_energy,tapo_time_delta,duration +Load for 0 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736852095.9750729,0,0.0,42.142857142857146,1479.1971666666668,0.5065285278727721,0.00013308117646485332,0.10419354838709678,8.830525274655887e-07,0,0,0,30.511303407000014 +Load for 2 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736852126.9954355,2,8.7,41.0,1316.7375833333333,16.312251102677653,0.00029392221235980537,13.852258064516132,0.00011764077408649119,0,0,0,30.57471732799968 +Load for 4 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736852158.079285,4,17.0,40.142857142857146,1212.5389583333333,34.76638021452525,0.00033555079427375484,27.671612903225803,0.00023500116479415815,0,0,0,30.57451805099936 +Load for 7 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736852189.1629093,7,29.0,41.214285714285715,1361.3113333333333,39.833438799011766,0.0004206977390579236,48.15387096774193,0.00040898022458755426,0,0,0,30.57759773700036 +Load for 9 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736852220.2496197,9,37.9,41.0,1200.0558333333333,49.54412283036035,0.00042417380406099825,61.92387096774194,0.0005259465888520012,0,0,0,30.577943293000317 +Load for 12 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736852251.3367052,12,50.0,42.214285714285715,1254.2069583333334,50.48931782182756,0.0005688961442832166,82.45548387096774,0.0007003238567262363,0,0,0,30.577464056999816 +Load for 14 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736852282.4232924,14,58.7,43.642857142857146,1400.1012083333335,67.12624394179127,0.0006075904494053028,96.15419354838708,0.0008166565664626951,0,0,0,30.5767449519999 +Load for 16 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736852313.508811,16,66.7,44.642857142857146,1458.4309166666665,71.54867753236186,0.0006107800055680582,109.87483870967742,0.0009332072212445437,0,0,0,30.57744154000011 +Load for 19 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736852344.5952287,19,79.2,45.92857142857143,1721.068375,72.0308325399428,0.0006425051590037145,130.43387096774194,0.0011079623452897123,0,0,0,30.58129966099932 +Load for 21 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736852375.6856108,21,87.5,46.214285714285715,1712.7019166666666,75.74636452660306,0.0006716593131603499,144.1051612903226,0.001224281732537364,0,0,0,30.589186831000006 +Load for 24 threads or % load on some_cores,some_cores,Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz,1736852406.785565,24,100.0,48.07142857142857,2250.244458333333,79.60567601760141,0.0008177076741656131,164.37354838709678,0.0013961793068869984,0,0,0,30.57898776299953 diff --git a/codecarbon/data/hardware/cpu_power.csv b/codecarbon/data/hardware/cpu_power.csv index e771fe7c5..819a59a83 100644 --- a/codecarbon/data/hardware/cpu_power.csv +++ b/codecarbon/data/hardware/cpu_power.csv @@ -504,6 +504,16 @@ AMD E2-2000,18 AMD E2-3000,15 AMD E2-3000M,35 AMD E2-3200,65 +AMD EPYC 4124P,65 +AMD EPYC 4244P,65 +AMD EPYC 4344P,65 +AMD EPYC 4364P,105 +AMD EPYC 4464P,65 +AMD EPYC 4484PX,120 +AMD EPYC 4564P,170 +AMD EPYC 4584PX,120 +AMD EPYC 7203,120 +AMD EPYC 7203P,120 AMD EPYC 7232P,120 AMD EPYC 7251,120 AMD EPYC 7252,120 @@ -516,6 +526,8 @@ AMD EPYC 72F3,180 AMD EPYC 7301,170 AMD EPYC 7302,155 AMD EPYC 7302P,155 +AMD EPYC 7303,130 +AMD EPYC 7303P,130 AMD EPYC 7313,155 AMD EPYC 7313P,155 AMD EPYC 7343,190 @@ -523,6 +535,7 @@ AMD EPYC 7351,170 AMD EPYC 7351P,170 AMD EPYC 7352,155 AMD EPYC 7371,200 +AMD EPYC 7373X,240 AMD EPYC 73F3,240 AMD EPYC 7401,170 AMD EPYC 7401P,170 @@ -534,6 +547,7 @@ AMD EPYC 7443P,200 AMD EPYC 7451,180 AMD EPYC 7452,155 AMD EPYC 7453,225 +AMD EPYC 7473X,240 AMD EPYC 74F3,240 AMD EPYC 7501,170 AMD EPYC 7502,180 @@ -546,23 +560,90 @@ AMD EPYC 7543P,225 AMD EPYC 7551,180 AMD EPYC 7551P,180 AMD EPYC 7552,200 +AMD EPYC 7573X,280 AMD EPYC 75F3,280 AMD EPYC 7601,180 AMD EPYC 7642,225 AMD EPYC 7643,225 +AMD EPYC 7643P,225 AMD EPYC 7662,225 AMD EPYC 7663,240 +AMD EPYC 7663P,240 AMD EPYC 7702,200 AMD EPYC 7702P,200 AMD EPYC 7713,225 AMD EPYC 7713P,225 AMD EPYC 7742,225 AMD EPYC 7763,280 +AMD EPYC 7773X,280 AMD EPYC 7B12,240 AMD EPYC 7F32,180 AMD EPYC 7F52,240 AMD EPYC 7F72,240 AMD EPYC 7H12,280 +AMD EPYC 8024P,90 +AMD EPYC 8024PN,80 +AMD EPYC 8124P,125 +AMD EPYC 8124PN,100 +AMD EPYC 8224P,160 +AMD EPYC 8224PN,120 +AMD EPYC 8324P,180 +AMD EPYC 8324PN,130 +AMD EPYC 8434P,200 +AMD EPYC 8434PN,155 +AMD EPYC 8534P,200 +AMD EPYC 8534PN,175 +AMD EPYC 9015,125 +AMD EPYC 9115,125 +AMD EPYC 9124,200 +AMD EPYC 9135,200 +AMD EPYC 9174F,320 +AMD EPYC 9175F,320 +AMD EPYC 9184X,320 +AMD EPYC 9224,200 +AMD EPYC 9254,200 +AMD EPYC 9255,200 +AMD EPYC 9274F,320 +AMD EPYC 9275F,320 +AMD EPYC 9334,210 +AMD EPYC 9335,210 +AMD EPYC 9354,280 +AMD EPYC 9354P,280 +AMD EPYC 9355,280 +AMD EPYC 9355P,280 +AMD EPYC 9365,300 +AMD EPYC 9374F,320 +AMD EPYC 9375F,320 +AMD EPYC 9384X,320 +AMD EPYC 9454,290 +AMD EPYC 9454P,290 +AMD EPYC 9455,300 +AMD EPYC 9455P,300 +AMD EPYC 9474F,360 +AMD EPYC 9475F,400 +AMD EPYC 9534,280 +AMD EPYC 9535,300 +AMD EPYC 9554,360 +AMD EPYC 9554P,360 +AMD EPYC 9555,360 +AMD EPYC 9555P,360 +AMD EPYC 9565,400 +AMD EPYC 9575F,400 +AMD EPYC 9634,290 +AMD EPYC 9645,320 +AMD EPYC 9654,360 +AMD EPYC 9654P,360 +AMD EPYC 9655,400 +AMD EPYC 9655P,400 +AMD EPYC 9684X,400 +AMD EPYC 9734,340 +AMD EPYC 9745,400 +AMD EPYC 9754,360 +AMD EPYC 9754S,360 +AMD EPYC 9755,500 +AMD EPYC 9825,390 +AMD EPYC 9845,390 +AMD EPYC 9965,500 AMD EPYC Embedded 3251,50 AMD FX-4100,95 AMD FX-4120,95 @@ -623,18 +704,44 @@ AMD Opteron 250,85 AMD Opteron 250 HE,55 AMD Opteron 252,92 AMD Opteron 254,92 +AMD Opteron 3250 HE,45 +AMD Opteron 3260 HE,45 +AMD Opteron 3280,65 AMD Opteron 3320 EE,25 AMD Opteron 3350 HE,45 +AMD Opteron 3365,65 AMD Opteron 3380,65 +AMD Opteron 4226,95 +AMD Opteron 4228 HE,65 +AMD Opteron 4230 HE,65 +AMD Opteron 4234,95 +AMD Opteron 4238,95 +AMD Opteron 4240,95 +AMD Opteron 4256 EE,35 +AMD Opteron 4274 HE,65 +AMD Opteron 4276 HE,65 +AMD Opteron 4280,95 +AMD Opteron 4284,95 AMD Opteron 4310 EE,35 AMD Opteron 4332 HE,65 AMD Opteron 4334,95 AMD Opteron 4340,95 +AMD Opteron 4365,40 AMD Opteron 4376 HE,65 AMD Opteron 4386,95 AMD Opteron 43CX EE,35 AMD Opteron 43GK HE,65 +AMD Opteron 6132 HE,85 +AMD Opteron 6140,115 +AMD Opteron 6166 HE,85 AMD Opteron 6168,115 +AMD Opteron 6176,115 +AMD Opteron 6180 SE,140 +AMD Opteron 6204,115 +AMD Opteron 6212,115 +AMD Opteron 6220,115 +AMD Opteron 6234,115 +AMD Opteron 6238,115 AMD Opteron 6262 HE,85 AMD Opteron 6272,115 AMD Opteron 6274,115 @@ -642,8 +749,14 @@ AMD Opteron 6276,115 AMD Opteron 6278,115 AMD Opteron 6282 SE,140 AMD Opteron 6284 SE,140 +AMD Opteron 6308,115 +AMD Opteron 6320,115 +AMD Opteron 6328,115 +AMD Opteron 6338P,99 +AMD Opteron 6344,115 AMD Opteron 6348,115 AMD Opteron 6366 HE,85 +AMD Opteron 6370P,99 AMD Opteron 6376,115 AMD Opteron 6378,115 AMD Opteron 6380,115 @@ -693,6 +806,7 @@ AMD Opteron X2 890,95 AMD Opteron X2150,22 AMD Opteron X2150 APU,22 AMD Opteron X2170,25 +AMD Opteron X2170 APU,25 AMD Phenom II 42 TWKR Black Edition,125 AMD Phenom II X2 545,80 AMD Phenom II X2 550,80 @@ -2230,7 +2344,9 @@ Intel Core i7-1185G7,28 Intel Core i7-1185G7E,28 Intel Core i7-1185GRE,28 Intel Core i7-1195G7,28 +Intel Core i7-12700K,190 Intel Core i7-1270P,64 +Intel Core i7-12700K,190 Intel Core i7-1360P,28 Intel Core i7-2600,95 Intel Core i7-2600K,95 @@ -2385,10 +2501,10 @@ Intel Core i7-6650U,15 Intel Core i7-6660U,15 Intel Core i7-6700,65 Intel Core i7-6700HQ,45 +Intel Core i7-6700HQ,45 Intel Core i7-6700K,95 Intel Core i7-6700T,35 Intel Core i7-6700TE,35 -Intel Core i7-6700HQ,45 Intel Core i7-6770HQ,45 Intel Core i7-6785R,65 Intel Core i7-6800K,140 @@ -3188,6 +3304,7 @@ Intel Xeon E5-2618L v2,50 Intel Xeon E5-2618L v4,75 Intel Xeon E5-2620,95 Intel Xeon E5-2620 v2,80 +Intel Xeon E5-2620 v3,85 Intel Xeon E5-2620 v4,85 Intel Xeon E5-2623 v4,85 Intel Xeon E5-2628L,60 @@ -3743,6 +3860,7 @@ Intel Xeon Platinum 8360Y,250 Intel Xeon Platinum 8362,265 Intel Xeon Platinum 8368,270 Intel Xeon Platinum 8368Q,270 +Intel Xeon Platinum 8370C,205 Intel Xeon Platinum 8372C,300 Intel Xeon Platinum 8373C,300 Intel Xeon Platinum 8375C,300 @@ -3751,6 +3869,7 @@ Intel Xeon Platinum 8376HL,205 Intel Xeon Platinum 8380,270 Intel Xeon Platinum 8380H,250 Intel Xeon Platinum 8380HL,250 +Intel Xeon Platinum 8370C,205 Intel Xeon Platinum 9221,250 Intel Xeon Platinum 9222,250 Intel Xeon Platinum 9242,350 diff --git a/codecarbon/emissions_tracker.py b/codecarbon/emissions_tracker.py index 6a5cb3fdd..39cda8e02 100644 --- a/codecarbon/emissions_tracker.py +++ b/codecarbon/emissions_tracker.py @@ -18,7 +18,7 @@ from codecarbon.core.emissions import Emissions from codecarbon.core.resource_tracker import ResourceTracker from codecarbon.core.units import Energy, Power, Time -from codecarbon.core.util import count_cpus, suppress +from codecarbon.core.util import count_cpus, count_physical_cpus, suppress from codecarbon.external.geography import CloudMetadata, GeoMetadata from codecarbon.external.hardware import CPU, GPU, RAM, AppleSiliconChip from codecarbon.external.logger import logger, set_logger_format, set_logger_level @@ -64,6 +64,9 @@ class BaseEmissionsTracker(ABC): and `CarbonTracker.` """ + _scheduler: Optional[PeriodicScheduler] = None + _scheduler_monitor_power: Optional[PeriodicScheduler] = None + def _set_from_conf( self, var, name, default=None, return_type=None, prevent_setter=False ): @@ -170,6 +173,7 @@ def __init__( logger_preamble: Optional[str] = _sentinel, default_cpu_power: Optional[int] = _sentinel, pue: Optional[int] = _sentinel, + force_mode_cpu_load: Optional[bool] = _sentinel, allow_multiple_runs: Optional[bool] = _sentinel, ): """ @@ -225,6 +229,7 @@ def __init__( messages. Defaults to "". :param default_cpu_power: cpu power to be used as default if the cpu is not known. :param pue: PUE (Power Usage Effectiveness) of the datacenter. + :param force_mode_cpu_load: Force the addition of a CPU in MODE_CPU_LOAD :param allow_multiple_runs: Allow multiple instances of codecarbon running in parallel. Defaults to False. """ @@ -274,6 +279,7 @@ def __init__( self._set_from_conf(logger_preamble, "logger_preamble", "") self._set_from_conf(default_cpu_power, "default_cpu_power") self._set_from_conf(pue, "pue", 1.0, float) + self._set_from_conf(force_mode_cpu_load, "force_mode_cpu_load", False) self._set_from_conf( experiment_id, "experiment_id", "5b0fa12a-3dd7-45bb-9766-cc326314d9f1" ) @@ -297,6 +303,7 @@ def __init__( self._conf["os"] = platform.platform() self._conf["python_version"] = platform.python_version() self._conf["cpu_count"] = count_cpus() + self._conf["cpu_physical_count"] = count_physical_cpus() self._geo = None self._task_start_measurement_values = {} self._task_stop_measurement_values = {} @@ -314,7 +321,9 @@ def __init__( logger.info(f" Python version: {self._conf.get('python_version')}") logger.info(f" CodeCarbon version: {self._conf.get('codecarbon_version')}") logger.info(f" Available RAM : {self._conf.get('ram_total_size'):.3f} GB") - logger.info(f" CPU count: {self._conf.get('cpu_count')}") + logger.info( + f" CPU count: {self._conf.get('cpu_count')} thread(s) in {self._conf.get('cpu_physical_count')} physical CPU(s)" + ) logger.info(f" CPU model: {self._conf.get('cpu_model')}") logger.info(f" GPU count: {self._conf.get('gpu_count')}") if self._gpu_ids: @@ -330,6 +339,10 @@ def __init__( function=self._measure_power_and_energy, interval=self._measure_power_secs, ) + self._scheduler_monitor_power = PeriodicScheduler( + function=self._monitor_power, + interval=1, + ) self._data_source = DataSource() @@ -417,6 +430,7 @@ def start(self) -> None: hardware.start() self._scheduler.start() + self._scheduler_monitor_power.start() def start_task(self, task_name=None) -> None: """ @@ -428,6 +442,9 @@ def start_task(self, task_name=None) -> None: if self._scheduler: self._scheduler.stop() + # Task background thread for measuring power + self._scheduler_monitor_power.start() + if self._active_task: logger.info("A task is already under measure") return @@ -457,6 +474,9 @@ def stop_task(self, task_name: str = None) -> float: emissions. :return: None """ + if self._scheduler_monitor_power: + self._scheduler_monitor_power.stop() + task_name = task_name if task_name else self._active_task self._measure_power_and_energy() @@ -524,6 +544,9 @@ def stop(self) -> Optional[float]: if self._scheduler: self._scheduler.stop() self._scheduler = None + if self._scheduler_monitor_power: + self._scheduler_monitor_power.stop() + self._scheduler_monitor_power = None else: logger.warning("Tracker already stopped !") for task_name in self._tasks: @@ -652,6 +675,17 @@ def _get_cloud_metadata(self) -> CloudMetadata: :return: Metadata containing cloud info """ + def _monitor_power(self) -> None: + """ + Monitor the power consumption of the hardware. + We do this for hardware that does not support energy monitoring. + So we could average the power consumption. + This method is called every 1 second. Even if we are in Task mode. + """ + for hardware in self._hardware: + if isinstance(hardware, CPU): + hardware.monitor_power() + def _do_measurements(self) -> None: for hardware in self._hardware: h_time = time.perf_counter() @@ -668,8 +702,11 @@ def _do_measurements(self) -> None: self._total_cpu_energy += energy self._cpu_power = power logger.info( - f"Energy consumed for all CPUs : {self._total_cpu_energy.kWh:.6f} kWh" - + f". Total CPU Power : {self._cpu_power.W} W" + f"Delta energy consumed for CPU with {hardware._mode} : {energy.kWh:.6f} kWh" + + f", power : {self._cpu_power.W} W" + ) + logger.info( + f"Energy consumed for All CPU : {self._total_cpu_energy.kWh:.6f} kWh" ) elif isinstance(hardware, GPU): self._total_gpu_energy += energy @@ -704,8 +741,7 @@ def _do_measurements(self) -> None: logger.error(f"Unknown hardware type: {hardware} ({type(hardware)})") h_time = time.perf_counter() - h_time logger.debug( - f"{hardware.__class__.__name__} : {hardware.total_power().W:,.2f} " - + f"W during {last_duration:,.2f} s [measurement time: {h_time:,.4f}]" + f"Done measure for {hardware.__class__.__name__} - measurement time: {h_time:,.4f} s - last call {last_duration:,.2f} s" ) logger.info( f"{self._total_energy.kWh:.6f} kWh of electricity used since the beginning." @@ -717,7 +753,13 @@ def _measure_power_and_energy(self) -> None: every `self._measure_power_secs` seconds. :return: None """ - last_duration = time.perf_counter() - self._last_measured_time + try: + last_duration = time.perf_counter() - self._last_measured_time + except AttributeError as e: + logger.debug( + f"You need to start the tracker first before measuring. Or maybe you do multiple run at the same time ? Error: {e}" + ) + raise e warning_duration = self._measure_power_secs * 3 if last_duration > warning_duration: diff --git a/codecarbon/external/hardware.py b/codecarbon/external/hardware.py index 846f859e4..eb9d63ff6 100644 --- a/codecarbon/external/hardware.py +++ b/codecarbon/external/hardware.py @@ -2,6 +2,7 @@ Encapsulates external dependencies to retrieve hardware metadata """ +import math import re import subprocess from abc import ABC, abstractmethod @@ -14,7 +15,7 @@ from codecarbon.core.gpu import AllGPUDevices from codecarbon.core.powermetrics import ApplePowermetrics from codecarbon.core.units import Energy, Power, Time -from codecarbon.core.util import SLURM_JOB_ID, detect_cpu_model +from codecarbon.core.util import SLURM_JOB_ID, count_cpus, detect_cpu_model from codecarbon.external.logger import logger # default W value for a CPU if no model is found in the ref csv @@ -25,6 +26,9 @@ B_TO_GB = 1024 * 1024 * 1024 +MODE_CPU_LOAD = "cpu_load" +MODE_RAM_LOAD = "ram_load" + @dataclass class BaseHardware(ABC): @@ -146,13 +150,21 @@ def __init__( mode: str, model: str, tdp: int, - rapl_dir: str = "/sys/class/powercap/intel-rapl", + rapl_dir: str = "/sys/class/powercap/intel-rapl/subsystem", + tracking_mode: str = "machine", ): + assert tracking_mode in ["machine", "process"] + self._power_history: List[Power] = [] self._output_dir = output_dir self._mode = mode self._model = model self._tdp = tdp self._is_generic_tdp = False + self._tracking_mode = tracking_mode + self._pid = psutil.Process().pid + self._cpu_count = count_cpus() + self._process = psutil.Process(self._pid) + if self._mode == "intel_power_gadget": self._intel_interface = IntelPowerGadget(self._output_dir) elif self._mode == "intel_rapl": @@ -169,12 +181,62 @@ def __repr__(self) -> str: return s + ")" + @staticmethod + def _calculate_power_from_cpu_load(tdp, cpu_load, model): + if "AMD Ryzen Threadripper" in model: + return CPU._calculate_power_from_cpu_load_treadripper(tdp, cpu_load) + else: + return tdp * (cpu_load / 100.0) + + @staticmethod + def _calculate_power_from_cpu_load_treadripper(tdp, cpu_load): + load = cpu_load / 100.0 + + if load < 0.1: # Below 10% CPU load + return tdp * (0.05 * load * 10) + elif load <= 0.3: # 10-30% load - linear phase + return tdp * (0.05 + 1.8 * (load - 0.1)) + elif load <= 0.5: # 30-50% load - adjusted coefficients + # Increased base power and adjusted curve + base_power = 0.45 # Increased from 0.41 + power_range = 0.50 # Increased from 0.44 + factor = ((load - 0.3) / 0.2) ** 1.8 # Reduced power from 2.0 to 1.8 + return tdp * (base_power + power_range * factor) + else: # Above 50% - plateau phase + return tdp * (0.85 + 0.15 * (1 - math.exp(-(load - 0.5) * 5))) + + def _get_power_from_cpu_load(self): + """ + When in MODE_CPU_LOAD + """ + if self._tracking_mode == "machine": + tdp = self._tdp + cpu_load = psutil.cpu_percent(interval=0.5, percpu=False) + power = self._calculate_power_from_cpu_load(tdp, cpu_load, self._model) + logger.debug( + f"A TDP of {self._tdp} W and a CPU load of {cpu_load:.1f}% give an estimation of {power} W for whole machine." + ) + elif self._tracking_mode == "process": + cpu_load = ( + self._process.cpu_percent(interval=0.5, percpu=False) / self._cpu_count + ) + power = self._calculate_power_from_cpu_load(self.tdp, cpu_load, self._model) + logger.debug( + f"A TDP of {self._tdp} W and a CPU load of {cpu_load * 100:.1f}% give an estimation of {power} W for process {self._pid}." + ) + else: + raise Exception(f"Unknown tracking_mode {self._tracking_mode}") + return Power.from_watts(power) + def _get_power_from_cpus(self) -> Power: """ Get CPU power :return: power in kW """ - if self._mode == "constant": + if self._mode == MODE_CPU_LOAD: + power = self._get_power_from_cpu_load() + return power + elif self._mode == "constant": power = self._tdp * CONSUMPTION_PERCENTAGE_CONSTANT return Power.from_watts(power) if self._mode == "intel_rapl": @@ -208,20 +270,35 @@ def _get_energy_from_cpus(self, delay: Time) -> Energy: return Energy.from_energy(energy) def total_power(self) -> Power: - cpu_power = self._get_power_from_cpus() - return cpu_power + self._power_history.append(self._get_power_from_cpus()) + power_history_in_W = [power.W for power in self._power_history] + cpu_power = sum(power_history_in_W) / len(power_history_in_W) + self._power_history = [] + return Power.from_watts(cpu_power) def measure_power_and_energy(self, last_duration: float) -> Tuple[Power, Energy]: if self._mode == "intel_rapl": energy = self._get_energy_from_cpus(delay=Time(seconds=last_duration)) power = self.total_power() + # Patch AMD Threadripper that count 2x the power + if "AMD Ryzen Threadripper" in self._model: + power = power / 2 + energy = energy / 2 return power, energy - # If not intel_rapl + # If not intel_rapl, we call the parent method from BaseHardware + # to compute energy from power and time return super().measure_power_and_energy(last_duration=last_duration) def start(self): if self._mode in ["intel_power_gadget", "intel_rapl", "apple_powermetrics"]: self._intel_interface.start() + if self._mode == MODE_CPU_LOAD: + # The first time this is called it will return a meaningless 0.0 value which you are supposed to ignore. + _ = self._get_power_from_cpu_load() + + def monitor_power(self): + cpu_power = self._get_power_from_cpus() + self._power_history.append(cpu_power) def get_model(self): return self._model @@ -233,6 +310,7 @@ def from_utils( mode: str, model: Optional[str] = None, tdp: Optional[int] = None, + tracking_mode: str = "machine", ) -> "CPU": if model is None: model = detect_cpu_model() @@ -245,7 +323,13 @@ def from_utils( cpu._is_generic_tdp = True return cpu - return cls(output_dir=output_dir, mode=mode, model=model, tdp=tdp) + return cls( + output_dir=output_dir, + mode=mode, + model=model, + tdp=tdp, + tracking_mode=tracking_mode, + ) @dataclass @@ -275,6 +359,7 @@ def __init__( self._pid = pid self._children = children self._tracking_mode = tracking_mode + logger.info(f"RAM tracking mode: {self._tracking_mode}") def _get_children_memories(self): """ @@ -416,6 +501,25 @@ def total_power(self) -> Power: return ram_power + def _get_power_from_ram_load(self) -> Power: + """ + Get power consumption based on RAM usage + Uses a simple linear model where 3W is consumed per 8GB of RAM + """ + ram = psutil.virtual_memory() + ram_usage_percent = ram.percent / 100.0 + total_power = self.machine_memory_GB * self.power_per_GB + power = total_power * ram_usage_percent + return Power.from_watts(power) + + def measure_power_and_energy(self, last_duration: float) -> Tuple[Power, Energy]: + power = self._get_power_from_ram_load() + self._current_power = power.W + energy = Energy.from_power_and_time( + power=power, time=Time.from_seconds(last_duration) + ) + return power, energy + @dataclass class AppleSiliconChip(BaseHardware): diff --git a/codecarbon/output_methods/file.py b/codecarbon/output_methods/file.py index 1d95d43bd..998b36383 100644 --- a/codecarbon/output_methods/file.py +++ b/codecarbon/output_methods/file.py @@ -78,12 +78,10 @@ def task_out(self, data: List[TaskEmissionsData], experiment_name: str): self.output_dir, "emissions_" + experiment_name + "_" + run_id + ".csv" ) df = pd.DataFrame(columns=data[0].values.keys()) - df = pd.concat( - [ - df, - pd.DataFrame.from_records( - [dict(data_point.values) for data_point in data] - ), - ] + new_df = pd.DataFrame.from_records( + [dict(data_point.values) for data_point in data] ) + # Filter out empty or all-NA columns, to avoid warnings from Pandas + new_df = new_df.dropna(axis=1, how="all") + df = pd.concat([df, new_df], ignore_index=True) df.to_csv(save_task_file_path, index=False) diff --git a/docs/.buildinfo b/docs/.buildinfo index 748624d42..5928d34a9 100644 --- a/docs/.buildinfo +++ b/docs/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file records the configuration used when building these files. When it is not found, a full rebuild will be done. -config: 9f4750dacb0c56bfad9fbaf2281536e5 +config: 8f56d239af23b25df3d5f772dbc83864 tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/docs/_images/cpu_fallback.png b/docs/_images/cpu_fallback.png new file mode 100644 index 000000000..9497a34fb Binary files /dev/null and b/docs/_images/cpu_fallback.png differ diff --git a/docs/_sources/advanced_installation.rst.txt b/docs/_sources/advanced_installation.rst.txt new file mode 100644 index 000000000..5578b9420 --- /dev/null +++ b/docs/_sources/advanced_installation.rst.txt @@ -0,0 +1,185 @@ +Advanced Installation +===================== + +Install CodeCarbon as a Linux service +````````````````````````````````````` + +To install CodeCarbon as a Linux service, follow the instructions below. It works on Ubuntu or other Debian-based systems using systemd. + +Create a dedicated user: + +.. code-block:: bash + + sudo useradd -r -s /bin/false codecarbon + +Create a directory for the CodeCarbon service: + +.. code-block:: bash + + sudo mkdir /opt/codecarbon + +Change the ownership of the directory to the user created above: + +.. code-block:: bash + + sudo chown codecarbon:codecarbon /opt/codecarbon + +Create a virtual environment for CodeCarbon : + +.. code-block:: bash + + sudo apt install python3-venv + sudo -u codecarbon python3 -m venv /opt/codecarbon/.venv + +Install CodeCarbon in the virtual environment: + +.. code-block:: bash + + sudo -u codecarbon /opt/codecarbon/.venv/bin/pip install codecarbon + +Go to https://dashboard.codecarbon.io/ and create an account to get your API key. + +Configure CodeCarbon: + +.. code-block:: bash + + sudo -u codecarbon /opt/codecarbon/.venv/bin/codecarbon login + +Create a systemd service file: + +.. code-block:: bash + + sudo tee /etc/systemd/system/codecarbon.service <> /etc/sysfs.conf + echo "owner class/powercap/intel-rapl:0/energy_uj = root:codecarbon" >> /etc/sysfs.conf + +Create the configuration file for CodeCarbon: + +.. code-block:: bash + + sudo tee /opt/codecarbon/.codecarbon.config < + project_id = + experiment_id = + api_key = + # Verbose logging + log_level=DEBUG + # Measure power every 30 seconds + measure_power_secs=30 + # Send measure to API every 5 minutes (10*30 seconds) + api_call_interval=10 + EOF + +Enable and start the service: + +.. code-block:: bash + + sudo systemctl enable codecarbon + sudo systemctl start codecarbon + +Check the traces of the service: + +.. code-block:: bash + + journalctl -u codecarbon + + +You are done, CodeCarbon is now running as a service on your machine. + +Wait 5 minutes for the first measure to be send to the dashboard at https://dashboard.codecarbon.io/. + + +Deploy CodeCarbon CLI as a Service using Ansible +```````````````````````````````````````````````` + +This section describes how to deploy CodeCarbon as a system service using Ansible automation. + +It automate the manual installation done in the previous chapter. + +What the Playbook Does +-------------------- +The Ansible playbook automates the following tasks: + +* Creates a dedicated system user and group for CodeCarbon +* Sets up a Python virtual environment +* Installs CodeCarbon package +* Configures RAPL permissions for power measurements +* Creates and configures the systemd service +* Sets up the CodeCarbon configuration file +* Starts and enables the service + +Prerequisites +------------ +* Ansible installed on your machine +* Debian-based target system(s) +* SSH access to target system(s) +* CodeCarbon API credentials from the dashboard + +Directory Structure +----------------- +.. code-block:: text + + codecarbon/deploy/ansible/codecarbon_cli_as_a_service/ + ├── hosts + ├── tasks + │ ├── install_codecarbon.yml + │ ├── main.yml + │ ├── rapl.yml + │ └── systemd_service.yml + ├── templates + │ ├── codecarbon.config.j2 + │ └── systemd_service.j2 + └── vars + └── main.yml + +Quick Start +---------- + +1. Set the the target to install in ``hosts``: + + .. code-block:: bash + + yourservername.yourdomain.com hostname=yourservername ansible_user=root ansible_ssh_private_key_file=~/.ssh/id_ed25519 + +2. Update the variables in ``vars/main.yml`` with your configuration: + + .. code-block:: yaml + + organization_id: your_org_id + project_id: your_project_id + experiment_id: your_experiment_id + api_key: your_api_key + + +3. Run the playbook: + + .. code-block:: bash + + ansible-playbook -i hosts tasks/main.yml + + diff --git a/docs/_sources/api.rst.txt b/docs/_sources/api.rst.txt index 33e312c31..90b4371c4 100644 --- a/docs/_sources/api.rst.txt +++ b/docs/_sources/api.rst.txt @@ -10,6 +10,19 @@ CodeCarbon API .. warning:: This mode use the CodeCarbon API to upload the timeseries of your emissions on a central server. All data will be public! + +.. image:: https://github.com/mlco2/codecarbon/blob/master/carbonserver/Images/code_carbon_archi.png + :align: center + :alt: Summary + :height: 400px + :width: 700px + +.. image:: https://github.com/mlco2/codecarbon/raw/master/carbonserver/Images/CodecarbonDB.jpg + :align: center + :alt: Summary + :height: 400px + :width: 700px + Before using it, you need an experiment_id, to get one, run: .. code-block:: console diff --git a/docs/_sources/installation.rst.txt b/docs/_sources/installation.rst.txt index 0e5cf619f..37269f75f 100644 --- a/docs/_sources/installation.rst.txt +++ b/docs/_sources/installation.rst.txt @@ -62,3 +62,115 @@ The following packages are used by the CodeCarbon package, and will be installed Please refer to `pyproject.toml `_ for the latest list of the packages used. + +Install CodeCarbon as a Linux service +------------------------------------- + +To install CodeCarbon as a Linux service, follow the instructions below. It works on Ubuntu or other Debian-based systems using systemd. + +Create a dedicated user: + +.. code-block:: bash + + sudo useradd -r -s /bin/false codecarbon + +Create a directory for the CodeCarbon service: + +.. code-block:: bash + + sudo mkdir /opt/codecarbon + +Change the ownership of the directory to the user created above: + +.. code-block:: bash + + sudo chown codecarbon:codecarbon /opt/codecarbon + +Create a virtual environment for CodeCarbon : + +.. code-block:: bash + + sudo apt install python3-venv + sudo -u codecarbon python3 -m venv /opt/codecarbon/.venv + +Install CodeCarbon in the virtual environment: + +.. code-block:: bash + + sudo -u codecarbon /opt/codecarbon/.venv/bin/pip install codecarbon + +Go to https://dashboard.codecarbon.io/ and create an account to get your API key. + +Configure CodeCarbon: + +.. code-block:: bash + + sudo -u codecarbon /opt/codecarbon/.venv/bin/codecarbon login + +Create a systemd service file: + +.. code-block:: bash + + sudo tee /etc/systemd/system/codecarbon.service <> /etc/sysfs.conf + echo "owner class/powercap/intel-rapl:0/energy_uj = root:codecarbon" >> /etc/sysfs.conf + +Create the configuration file for CodeCarbon: + +.. code-block:: bash + + sudo tee /opt/codecarbon/.codecarbon.config < + project_id = + experiment_id = + api_key = + # Verbose logging + log_level=DEBUG + # Measure power every 30 seconds + measure_power_secs=30 + # Send measure to API every 5 minutes (10*30 seconds) + api_call_interval=10 + EOF + +Enable and start the service: + +.. code-block:: bash + + sudo systemctl enable codecarbon + sudo systemctl start codecarbon + +Check the traces of the service: + +.. code-block:: bash + + journalctl -u codecarbon + + +You are done, CodeCarbon is now running as a service on your machine. + +Wait 5 minutes for the first measure to be send to the dashboard at https://dashboard.codecarbon.io/. diff --git a/docs/_sources/methodology.rst.txt b/docs/_sources/methodology.rst.txt index 061b0d696..fbe922b70 100644 --- a/docs/_sources/methodology.rst.txt +++ b/docs/_sources/methodology.rst.txt @@ -72,6 +72,7 @@ As you can see, we try to be as accurate as possible in estimating carbon intens Power Usage ----------- + Power supply to the underlying hardware is tracked at frequent time intervals. This is a configurable parameter ``measure_power_secs``, with default value 15 seconds, that can be passed when instantiating the emissions' tracker. @@ -87,13 +88,14 @@ RAM CodeCarbon uses a 3 Watts for 8 GB ratio `source `_ . This measure is not satisfying and if ever you have an idea how to enhance it please do not hesitate to contribute. +There is a discussion about it on `github issues #717 `_. CPU ~~~~ - **On Windows or Mac (Intel)** -Tracks Intel processors energy consumption using the ``Intel Power Gadget``. You need to install it yourself from this `source `_ . +Tracks Intel processors energy consumption using the ``Intel Power Gadget``. You need to install it yourself from this `source `_ . But has been discontinued. There is a discussion about it on `github issues #457 `_. - **Apple Silicon Chips (M1, M2)** @@ -120,19 +122,89 @@ If you do not want to give sudo rights to your user, then CodeCarbon will fall b - **On Linux** -Tracks Intel and AMD processor energy consumption from Intel RAPL files at ``\sys\class\powercap\intel-rapl`` ( `reference `_ ). -All CPUs listed in this directory will be tracked. `Help us improve this and make it configurable `_. +Tracks Intel and AMD processor energy consumption from Intel RAPL files at ``/sys/class/powercap/intel-rapl/subsystem`` ( `reference `_ ). +All CPUs listed in this directory will be tracked. + +*Note*: The Power Consumption will be tracked only if the RAPL files exist at the above-mentioned path and if the user has the necessary permissions to read them. + + +CPU hardware +------------ + +The CPU die is the processing unit itself. It's a piece of semiconductor that has been sculpted/etched/deposited by various manufacturing processes into a net of logic blocks that do stuff that makes computing possible1. The processor package is what you get when you buy a single processor. It contains one or more dies, plastic/ceramic housing for dies and gold-plated contacts that match those on your motherboard. + +In Linux kernel, energy_uj is a current energy counter in micro joules. It is used to measure CPU core's energy consumption. + +Micro joules is then converted in kWh, with formulas kWh=energy * 10 ** (-6) * 2.77778e-7 + +For example, on a laptop with Intel(R) Core(TM) i7-7600U, Code Carbon will read two files : +/sys/class/powercap/intel-rapl/intel-rapl:1/energy_uj and /sys/class/powercap/intel-rapl/intel-rapl:0/energy_uj + + +RAPL Metrics +------------ +RAPL stand for Running Average Power Limit, it is a feature of processors (CPU) that provide the energy consumption of the processor. + +See https://blog.chih.me/read-cpu-power-with-RAPL.html for more information. + +Despite the name Intel RAPL, it support AMD processors since kernel 5.8. + +It is some files in /sys/class/powercap/intel-rapl/subsystem/ that give the energy consumption of the CPU, and sometime RAM. +There are folder for each `domain`, and in each folder there are a file `name` with the name of the domain and a `energy_uj` for the amount of energy in micro-joules. + +The drawback of RAPL is that not every CPU use it the same way. We focus on the `package` domain, but some CPU have more domain like `core`, `uncore`, `dram`, `psys`, `gpu`, `psys` and `psys-io`. -*Note*: The Power Consumption will be tracked only if the RAPL files exist at the above-mentioned path +For example : +- Intel put all the physical cores consumption in `core` and the `package` include `core`. +- For AMD, `core` have very low energy, so we don't know if it is included in the `package` or not. +Our friend from Scaphandre, a tool to monitor energy consumption, have a good article about RAPL https://hubblo-org.github.io/scaphandre-documentation/explanations/rapl-domains.html and also a discussion with good references: https://github.com/hubblo-org/scaphandre/issues/116#issuecomment-854453231 and point out that this topic is not well documented. -If none of the tracking tools are available on a computing resource, CodeCarbon will be switched to a fallback mode: + + +https://user-images.githubusercontent.com/894892/120764898-ecf07280-c518-11eb-9155-92780cabcf52.png +Source :“RAPL in Action: Experiences in Using RAPL for Power Measurements,” (K. N. Khan, M. Hirki, T. Niemi, J. K. Nurminen, and Z. Ou, ACM Trans. Model. Perform. Eval. Comput. Syst., vol. 3, no. 2, pp. 1–26, Apr. 2018, doi: 10.1145/3177754.) + +Metric comparison + +Desktop computer with AMD Ryzen Threadripper 1950X 16-Core (32 threads) Processor. +Power plug measure when idle (10% CPU): 125 W +package-0-die-0 : 68 W +package-0-die-1 : 68 W +CodeCarbon : 137 W + +Power plug measure when loaded (100% CPU): 256 W - 125W in idle = 131 W +CorWatt PkgWatt + 133.13 169.82 + 7.54 169.82 +CodeCarbon : 330 W +package-0-die-0 : 166 W +package-0-die-1 : 166 W + +RAPL: 234 sec. Joule Counter Range, at 280 Watts + + +CPU metrics priority +-------------------- + +CodeCarbon will first try to read the energy consumption of the CPU from low level interface like RAPL or ``powermetrics``. +If none of the tracking tools are available, CodeCarbon will be switched to a fallback mode: - It will first detect which CPU hardware is currently in use, and then map it to a data source listing 2000+ Intel and AMD CPUs and their corresponding thermal design powers (TDPs). - - If the CPU is not found in the data source, a global constant will be applied. CodeCarbon assumes that 50% of the TDP will be the average power consumption to make this approximation. - - We could not find any good resource showing statistical relationships between TDP and average power, so we empirically tested that 50% is a decent approximation. + - If the CPU is not found in the data source, a global constant will be applied. + - If ``psutil`` is available, CodeCarbon will try to estimate the energy consumption from the TDP and the CPU load. + - CodeCarbon assumes that 50% of the TDP will be the average power consumption to make this approximation. + +Here is a drawing of the fallback mode: + +.. image:: ./images/cpu_fallback.png + :align: center + :alt: CPU Fallback + +The code doing this is available in `codecarbon/core/resource_tracker.py `_. The net Energy Used is the net power supply consumed during the compute time, measured as ``kWh``. +We compute energy consumption as the product of the power consumed and the time the power was consumed for. The formula is: ``Energy = Power * Time`` References diff --git a/docs/_sources/test_on_scaleway.rst.txt b/docs/_sources/test_on_scaleway.rst.txt new file mode 100644 index 000000000..d8a5a4c41 --- /dev/null +++ b/docs/_sources/test_on_scaleway.rst.txt @@ -0,0 +1,55 @@ +.. _test_on_scaleway: + + +Test of CodeCarbon on Scaleway hardware +======================================= + +We use Scaleway hardware to test CodeCarbon on a real-world scenario. We use the following hardware: + + + EM-I120E-NVME AMD EPYC 8024P 64 GB 2 x 960 GB NVMe + EM-B112X-SSD 2 x Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz + +85 W TDP for the Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz + +Choose Ubuntu as OS because new version of stress-ng is not available on Debian 12 (Bookworm). + +Connect to the server: + +.. code-block:: console + + ssh ubuntu@51.159.214.207 + +Install and run the test: + +.. code-block:: console + + sudo chmod a+r -R /sys/class/powercap/intel-rapl/subsystem/* + sudo apt update && sudo apt install -y git pipx python3-launchpadlib htop + pipx ensurepath + sudo add-apt-repository -y ppa:colin-king/stress-ng + sudo apt update && sudo apt install -y stress-ng + export PATH=$PATH:/home/ubuntu/.local/bin + git clone https://github.com/mlco2/codecarbon.git + cd codecarbon + git checkout use-cpu-load + pipx install hatch + hatch run python examples/compare_cpu_load_and_RAPL.py + +To do a full code CPU load, we run the following command: + +.. code-block:: console + + stress-ng --cpu 0 --cpu-method matrixprod --metrics-brief --rapl --perf -t 60s + + +Get back the data from the server: + +.. code-block:: console + + mkdir -p codecarbon/data/hardware/cpu_load_profiling/E3-1240/ + scp ubuntu@51.159.214.207:/home/ubuntu/codecarbon/*.csv codecarbon/data/hardware/cpu_load_profiling/E5-1240/ + +You can now delete the server in the Scaleway console. + +For the results, see the notebook XXX. diff --git a/docs/_static/documentation_options.js b/docs/_static/documentation_options.js index 4085713d6..c1ef8829c 100644 --- a/docs/_static/documentation_options.js +++ b/docs/_static/documentation_options.js @@ -1,5 +1,5 @@ const DOCUMENTATION_OPTIONS = { - VERSION: '2.8.2', + VERSION: '3.0.0_rc1', LANGUAGE: 'en', COLLAPSE_INDEX: false, BUILDER: 'html', diff --git a/docs/advanced_installation.html b/docs/advanced_installation.html new file mode 100644 index 000000000..fb35b2b16 --- /dev/null +++ b/docs/advanced_installation.html @@ -0,0 +1,291 @@ + + + + + + + + + Advanced Installation — CodeCarbon 2.8.2 documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

Advanced Installation

+
+

Install CodeCarbon as a Linux service

+

To install CodeCarbon as a Linux service, follow the instructions below. It works on Ubuntu or other Debian-based systems using systemd.

+

Create a dedicated user:

+
sudo useradd -r -s /bin/false codecarbon
+
+
+

Create a directory for the CodeCarbon service:

+
sudo mkdir /opt/codecarbon
+
+
+

Change the ownership of the directory to the user created above:

+
sudo chown codecarbon:codecarbon /opt/codecarbon
+
+
+

Create a virtual environment for CodeCarbon :

+
sudo apt install python3-venv
+sudo -u codecarbon python3 -m venv /opt/codecarbon/.venv
+
+
+

Install CodeCarbon in the virtual environment:

+
sudo -u codecarbon /opt/codecarbon/.venv/bin/pip install codecarbon
+
+
+

Go to https://dashboard.codecarbon.io/ and create an account to get your API key.

+

Configure CodeCarbon:

+
sudo -u codecarbon /opt/codecarbon/.venv/bin/codecarbon login
+
+
+

Create a systemd service file:

+
sudo tee /etc/systemd/system/codecarbon.service <<EOF
+[Unit]
+Description=CodeCarbon service
+After=network.target
+
+[Service]
+User=codecarbon
+Group=codecarbon
+WorkingDirectory=/opt/codecarbon
+ExecStart=/opt/codecarbon/.venv/bin/codecarbon monitor
+Restart=always
+
+[Install]
+WantedBy=multi-user.target
+EOF
+
+
+

Give permissions to the codecarbon group to read the RAPL (Running Average Power Limit) information:

+
sudo chown -R root:codecarbon /sys/class/powercap/intel-rapl/*
+sudo chmod g+r -R /sys/class/powercap/intel-rapl/*
+
+sudo apt install sysfsutils
+echo "mode class/powercap/intel-rapl:0/energy_uj = 0440" >> /etc/sysfs.conf
+echo "owner class/powercap/intel-rapl:0/energy_uj = root:codecarbon" >> /etc/sysfs.conf
+
+
+

Create the configuration file for CodeCarbon:

+
sudo tee /opt/codecarbon/.codecarbon.config <<EOF
+[codecarbon]
+api_endpoint = https://api.codecarbon.io
+organization_id = <organization_id>
+project_id = <project_id>
+experiment_id = <experiment_id>
+api_key = <api_key>
+# Verbose logging
+log_level=DEBUG
+# Measure power every 30 seconds
+measure_power_secs=30
+# Send measure to API every 5 minutes (10*30 seconds)
+api_call_interval=10
+EOF
+
+
+

Enable and start the service:

+
sudo systemctl enable codecarbon
+sudo systemctl start codecarbon
+
+
+

Check the traces of the service:

+
journalctl -u codecarbon
+
+
+

You are done, CodeCarbon is now running as a service on your machine.

+

Wait 5 minutes for the first measure to be send to the dashboard at https://dashboard.codecarbon.io/.

+
+
+

Deploy CodeCarbon CLI as a Service using Ansible

+

This section describes how to deploy CodeCarbon as a system service using Ansible automation.

+

It automate the manual installation done in the previous chapter.

+
+

What the Playbook Does

+

The Ansible playbook automates the following tasks:

+
    +

  • Creates a dedicated system user and group for CodeCarbon

    • +

  • Sets up a Python virtual environment

    • +

  • Installs CodeCarbon package

    • +

  • Configures RAPL permissions for power measurements

    • +

  • Creates and configures the systemd service

    • +

  • Sets up the CodeCarbon configuration file

    • +

  • Starts and enables the service

    • +
+
+
+

Prerequisites

+
    +

  • Ansible installed on your machine

    • +

  • Debian-based target system(s)

    • +

  • SSH access to target system(s)

    • +

  • CodeCarbon API credentials from the dashboard

    • +
+
+
+

Directory Structure

+
codecarbon/deploy/ansible/codecarbon_cli_as_a_service/
+├── hosts
+├── tasks
+│   ├── install_codecarbon.yml
+│   ├── main.yml
+│   ├── rapl.yml
+│   └── systemd_service.yml
+├── templates
+│   ├── codecarbon.config.j2
+│   └── systemd_service.j2
+└── vars
+    └── main.yml
+
+
+
+
+

Quick Start

+
    +

  1. Set the the target to install in hosts:

    +
    yourservername.yourdomain.com   hostname=yourservername ansible_user=root ansible_ssh_private_key_file=~/.ssh/id_ed25519
+
    +
    +
    2. +

  2. Update the variables in vars/main.yml with your configuration:

    +
    organization_id: your_org_id
+project_id: your_project_id
+experiment_id: your_experiment_id
+api_key: your_api_key
+
    +
    +
    3. +

  3. Run the playbook:

    +
    ansible-playbook -i hosts tasks/main.yml
+
    +
    +
    4. +
+
+
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/api.html b/docs/api.html index 2a20db5dd..1ef300b01 100644 --- a/docs/api.html +++ b/docs/api.html @@ -6,14 +6,14 @@ - CodeCarbon API — CodeCarbon 2.8.2 documentation + CodeCarbon API — CodeCarbon 3.0.0_rc1 documentation - + @@ -101,6 +101,10 @@

CodeCarbon APIWarning

This mode use the CodeCarbon API to upload the timeseries of your emissions on a central server. All data will be public!

+Summary + +Summary +

Before using it, you need an experiment_id, to get one, run:

codecarbon init
diff --git a/docs/comet.html b/docs/comet.html index d89b2fae0..52325eef9 100644 --- a/docs/comet.html +++ b/docs/comet.html @@ -6,14 +6,14 @@ - Comet Integration — CodeCarbon 2.8.2 documentation + Comet Integration — CodeCarbon 3.0.0_rc1 documentation - + diff --git a/docs/edit/api.rst b/docs/edit/api.rst index 33e312c31..90b4371c4 100644 --- a/docs/edit/api.rst +++ b/docs/edit/api.rst @@ -10,6 +10,19 @@ CodeCarbon API .. warning:: This mode use the CodeCarbon API to upload the timeseries of your emissions on a central server. All data will be public! + +.. image:: https://github.com/mlco2/codecarbon/blob/master/carbonserver/Images/code_carbon_archi.png + :align: center + :alt: Summary + :height: 400px + :width: 700px + +.. image:: https://github.com/mlco2/codecarbon/raw/master/carbonserver/Images/CodecarbonDB.jpg + :align: center + :alt: Summary + :height: 400px + :width: 700px + Before using it, you need an experiment_id, to get one, run: .. code-block:: console diff --git a/docs/edit/conf.py b/docs/edit/conf.py index c727833b4..4dad91cde 100644 --- a/docs/edit/conf.py +++ b/docs/edit/conf.py @@ -23,7 +23,7 @@ author = "BCG GAMMA, Comet.ml, Haverford College, MILA, Data For Good" # The full version, including alpha/beta/rc tags -release = "2.8.2" +release = "3.0.0_rc1" # -- General configuration --------------------------------------------------- diff --git a/docs/edit/cpu_fallback.drawio b/docs/edit/cpu_fallback.drawio new file mode 100644 index 000000000..bde4dc341 --- /dev/null +++ b/docs/edit/cpu_fallback.drawio @@ -0,0 +1,112 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/docs/edit/images/cpu_fallback.png b/docs/edit/images/cpu_fallback.png new file mode 100644 index 000000000..9497a34fb Binary files /dev/null and b/docs/edit/images/cpu_fallback.png differ diff --git a/docs/edit/methodology.rst b/docs/edit/methodology.rst index a58ee1e61..fbe922b70 100644 --- a/docs/edit/methodology.rst +++ b/docs/edit/methodology.rst @@ -72,6 +72,7 @@ As you can see, we try to be as accurate as possible in estimating carbon intens Power Usage ----------- + Power supply to the underlying hardware is tracked at frequent time intervals. This is a configurable parameter ``measure_power_secs``, with default value 15 seconds, that can be passed when instantiating the emissions' tracker. @@ -87,13 +88,14 @@ RAM CodeCarbon uses a 3 Watts for 8 GB ratio `source `_ . This measure is not satisfying and if ever you have an idea how to enhance it please do not hesitate to contribute. +There is a discussion about it on `github issues #717 `_. CPU ~~~~ - **On Windows or Mac (Intel)** -Tracks Intel processors energy consumption using the ``Intel Power Gadget``. You need to install it yourself from this `source `_ . +Tracks Intel processors energy consumption using the ``Intel Power Gadget``. You need to install it yourself from this `source `_ . But has been discontinued. There is a discussion about it on `github issues #457 `_. - **Apple Silicon Chips (M1, M2)** @@ -120,19 +122,89 @@ If you do not want to give sudo rights to your user, then CodeCarbon will fall b - **On Linux** -Tracks Intel and AMD processor energy consumption from Intel RAPL files at ``/sys/class/powercap/intel-rapl`` ( `reference `_ ). -All CPUs listed in this directory will be tracked. `Help us improve this and make it configurable `_. +Tracks Intel and AMD processor energy consumption from Intel RAPL files at ``/sys/class/powercap/intel-rapl/subsystem`` ( `reference `_ ). +All CPUs listed in this directory will be tracked. + +*Note*: The Power Consumption will be tracked only if the RAPL files exist at the above-mentioned path and if the user has the necessary permissions to read them. + + +CPU hardware +------------ + +The CPU die is the processing unit itself. It's a piece of semiconductor that has been sculpted/etched/deposited by various manufacturing processes into a net of logic blocks that do stuff that makes computing possible1. The processor package is what you get when you buy a single processor. It contains one or more dies, plastic/ceramic housing for dies and gold-plated contacts that match those on your motherboard. + +In Linux kernel, energy_uj is a current energy counter in micro joules. It is used to measure CPU core's energy consumption. + +Micro joules is then converted in kWh, with formulas kWh=energy * 10 ** (-6) * 2.77778e-7 + +For example, on a laptop with Intel(R) Core(TM) i7-7600U, Code Carbon will read two files : +/sys/class/powercap/intel-rapl/intel-rapl:1/energy_uj and /sys/class/powercap/intel-rapl/intel-rapl:0/energy_uj + + +RAPL Metrics +------------ +RAPL stand for Running Average Power Limit, it is a feature of processors (CPU) that provide the energy consumption of the processor. + +See https://blog.chih.me/read-cpu-power-with-RAPL.html for more information. + +Despite the name Intel RAPL, it support AMD processors since kernel 5.8. + +It is some files in /sys/class/powercap/intel-rapl/subsystem/ that give the energy consumption of the CPU, and sometime RAM. +There are folder for each `domain`, and in each folder there are a file `name` with the name of the domain and a `energy_uj` for the amount of energy in micro-joules. + +The drawback of RAPL is that not every CPU use it the same way. We focus on the `package` domain, but some CPU have more domain like `core`, `uncore`, `dram`, `psys`, `gpu`, `psys` and `psys-io`. -*Note*: The Power Consumption will be tracked only if the RAPL files exist at the above-mentioned path +For example : +- Intel put all the physical cores consumption in `core` and the `package` include `core`. +- For AMD, `core` have very low energy, so we don't know if it is included in the `package` or not. +Our friend from Scaphandre, a tool to monitor energy consumption, have a good article about RAPL https://hubblo-org.github.io/scaphandre-documentation/explanations/rapl-domains.html and also a discussion with good references: https://github.com/hubblo-org/scaphandre/issues/116#issuecomment-854453231 and point out that this topic is not well documented. -If none of the tracking tools are available on a computing resource, CodeCarbon will be switched to a fallback mode: + + +https://user-images.githubusercontent.com/894892/120764898-ecf07280-c518-11eb-9155-92780cabcf52.png +Source :“RAPL in Action: Experiences in Using RAPL for Power Measurements,” (K. N. Khan, M. Hirki, T. Niemi, J. K. Nurminen, and Z. Ou, ACM Trans. Model. Perform. Eval. Comput. Syst., vol. 3, no. 2, pp. 1–26, Apr. 2018, doi: 10.1145/3177754.) + +Metric comparison + +Desktop computer with AMD Ryzen Threadripper 1950X 16-Core (32 threads) Processor. +Power plug measure when idle (10% CPU): 125 W +package-0-die-0 : 68 W +package-0-die-1 : 68 W +CodeCarbon : 137 W + +Power plug measure when loaded (100% CPU): 256 W - 125W in idle = 131 W +CorWatt PkgWatt + 133.13 169.82 + 7.54 169.82 +CodeCarbon : 330 W +package-0-die-0 : 166 W +package-0-die-1 : 166 W + +RAPL: 234 sec. Joule Counter Range, at 280 Watts + + +CPU metrics priority +-------------------- + +CodeCarbon will first try to read the energy consumption of the CPU from low level interface like RAPL or ``powermetrics``. +If none of the tracking tools are available, CodeCarbon will be switched to a fallback mode: - It will first detect which CPU hardware is currently in use, and then map it to a data source listing 2000+ Intel and AMD CPUs and their corresponding thermal design powers (TDPs). - - If the CPU is not found in the data source, a global constant will be applied. CodeCarbon assumes that 50% of the TDP will be the average power consumption to make this approximation. - - We could not find any good resource showing statistical relationships between TDP and average power, so we empirically tested that 50% is a decent approximation. + - If the CPU is not found in the data source, a global constant will be applied. + - If ``psutil`` is available, CodeCarbon will try to estimate the energy consumption from the TDP and the CPU load. + - CodeCarbon assumes that 50% of the TDP will be the average power consumption to make this approximation. + +Here is a drawing of the fallback mode: + +.. image:: ./images/cpu_fallback.png + :align: center + :alt: CPU Fallback + +The code doing this is available in `codecarbon/core/resource_tracker.py `_. The net Energy Used is the net power supply consumed during the compute time, measured as ``kWh``. +We compute energy consumption as the product of the power consumed and the time the power was consumed for. The formula is: ``Energy = Power * Time`` References diff --git a/docs/edit/test_on_scaleway.rst b/docs/edit/test_on_scaleway.rst new file mode 100644 index 000000000..d8a5a4c41 --- /dev/null +++ b/docs/edit/test_on_scaleway.rst @@ -0,0 +1,55 @@ +.. _test_on_scaleway: + + +Test of CodeCarbon on Scaleway hardware +======================================= + +We use Scaleway hardware to test CodeCarbon on a real-world scenario. We use the following hardware: + + + EM-I120E-NVME AMD EPYC 8024P 64 GB 2 x 960 GB NVMe + EM-B112X-SSD 2 x Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz + +85 W TDP for the Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz + +Choose Ubuntu as OS because new version of stress-ng is not available on Debian 12 (Bookworm). + +Connect to the server: + +.. code-block:: console + + ssh ubuntu@51.159.214.207 + +Install and run the test: + +.. code-block:: console + + sudo chmod a+r -R /sys/class/powercap/intel-rapl/subsystem/* + sudo apt update && sudo apt install -y git pipx python3-launchpadlib htop + pipx ensurepath + sudo add-apt-repository -y ppa:colin-king/stress-ng + sudo apt update && sudo apt install -y stress-ng + export PATH=$PATH:/home/ubuntu/.local/bin + git clone https://github.com/mlco2/codecarbon.git + cd codecarbon + git checkout use-cpu-load + pipx install hatch + hatch run python examples/compare_cpu_load_and_RAPL.py + +To do a full code CPU load, we run the following command: + +.. code-block:: console + + stress-ng --cpu 0 --cpu-method matrixprod --metrics-brief --rapl --perf -t 60s + + +Get back the data from the server: + +.. code-block:: console + + mkdir -p codecarbon/data/hardware/cpu_load_profiling/E3-1240/ + scp ubuntu@51.159.214.207:/home/ubuntu/codecarbon/*.csv codecarbon/data/hardware/cpu_load_profiling/E5-1240/ + +You can now delete the server in the Scaleway console. + +For the results, see the notebook XXX. diff --git a/docs/examples.html b/docs/examples.html index b6127806f..ad92a0968 100644 --- a/docs/examples.html +++ b/docs/examples.html @@ -6,14 +6,14 @@ - Examples — CodeCarbon 2.8.2 documentation + Examples — CodeCarbon 3.0.0_rc1 documentation - + diff --git a/docs/faq.html b/docs/faq.html index 388567191..ad7229d1e 100644 --- a/docs/faq.html +++ b/docs/faq.html @@ -6,14 +6,14 @@ - Frequently Asked Questions — CodeCarbon 2.8.2 documentation + Frequently Asked Questions — CodeCarbon 3.0.0_rc1 documentation - + diff --git a/docs/genindex.html b/docs/genindex.html index 4bc300eff..bb89cb466 100644 --- a/docs/genindex.html +++ b/docs/genindex.html @@ -5,14 +5,14 @@ - Index — CodeCarbon 2.8.2 documentation + Index — CodeCarbon 3.0.0_rc1 documentation - + diff --git a/docs/index.html b/docs/index.html index 98132fb66..f08515ed7 100644 --- a/docs/index.html +++ b/docs/index.html @@ -6,14 +6,14 @@ - CodeCarbon — CodeCarbon 2.8.2 documentation + CodeCarbon — CodeCarbon 3.0.0_rc1 documentation - + @@ -99,6 +99,9 @@

CodeCarbonMethodology @@ -118,6 +121,7 @@

CodeCarbonFrom PyPi repository
  • From conda repository
  • Dependencies
    • +
  • Install CodeCarbon as a Linux service
  • Quickstart
  • Quickstart
    • @@ -144,6 +145,91 @@

    Dependenciespyproject.toml for the latest list of the packages used.

    +
    +

    Install CodeCarbon as a Linux service

    +

    To install CodeCarbon as a Linux service, follow the instructions below. It works on Ubuntu or other Debian-based systems using systemd.

    +

    Create a dedicated user:

    +
    sudo useradd -r -s /bin/false codecarbon
+
    +
    +

    Create a directory for the CodeCarbon service:

    +
    sudo mkdir /opt/codecarbon
+
    +
    +

    Change the ownership of the directory to the user created above:

    +
    sudo chown codecarbon:codecarbon /opt/codecarbon
+
    +
    +

    Create a virtual environment for CodeCarbon :

    +
    sudo apt install python3-venv
+sudo -u codecarbon python3 -m venv /opt/codecarbon/.venv
+
    +
    +

    Install CodeCarbon in the virtual environment:

    +
    sudo -u codecarbon /opt/codecarbon/.venv/bin/pip install codecarbon
+
    +
    +

    Go to https://dashboard.codecarbon.io/ and create an account to get your API key.

    +

    Configure CodeCarbon:

    +
    sudo -u codecarbon /opt/codecarbon/.venv/bin/codecarbon login
+
    +
    +

    Create a systemd service file:

    +
    sudo tee /etc/systemd/system/codecarbon.service <<EOF
+[Unit]
+Description=CodeCarbon service
+After=network.target
+
+[Service]
+User=codecarbon
+Group=codecarbon
+WorkingDirectory=/opt/codecarbon
+ExecStart=/opt/codecarbon/.venv/bin/codecarbon monitor
+Restart=always
+
+[Install]
+WantedBy=multi-user.target
+EOF
+
    +
    +

    Give permissions to the codecarbon group to read the RAPL (Running Average Power Limit) information:

    +
    sudo chown -R root:codecarbon /sys/class/powercap/intel-rapl/*
+sudo chmod g+r -R /sys/class/powercap/intel-rapl/*
+
+sudo apt install sysfsutils
+echo "mode class/powercap/intel-rapl:0/energy_uj = 0440" >> /etc/sysfs.conf
+echo "owner class/powercap/intel-rapl:0/energy_uj = root:codecarbon" >> /etc/sysfs.conf
+
    +
    +

    Create the configuration file for CodeCarbon:

    +
    sudo tee /opt/codecarbon/.codecarbon.config <<EOF
+[codecarbon]
+api_endpoint = https://api.codecarbon.io
+organization_id = <organization_id>
+project_id = <project_id>
+experiment_id = <experiment_id>
+api_key = <api_key>
+# Verbose logging
+log_level=DEBUG
+# Measure power every 30 seconds
+measure_power_secs=30
+# Send measure to API every 5 minutes (10*30 seconds)
+api_call_interval=10
+EOF
+
    +
    +

    Enable and start the service:

    +
    sudo systemctl enable codecarbon
+sudo systemctl start codecarbon
+
    +
    +

    Check the traces of the service:

    +
    journalctl -u codecarbon
+
    +
    +

    You are done, CodeCarbon is now running as a service on your machine.

    +

    Wait 5 minutes for the first measure to be send to the dashboard at https://dashboard.codecarbon.io/.

    +
    diff --git a/docs/methodology.html b/docs/methodology.html index 4a0076603..fb5339142 100644 --- a/docs/methodology.html +++ b/docs/methodology.html @@ -6,31 +6,31 @@ - Methodology — CodeCarbon 2.8.2 documentation + Methodology — CodeCarbon 3.0.0_rc1 documentation - + - + - + - +