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Linux/Documentation/accel/qaic/aic100.rst

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  1 .. SPDX-License-Identifier: GPL-2.0-only
  2 
  3 ===============================
  4  Qualcomm Cloud AI 100 (AIC100)
  5 ===============================
  6 
  7 Overview
  8 ========
  9 
 10 The Qualcomm Cloud AI 100/AIC100 family of products (including SA9000P - part of
 11 Snapdragon Ride) are PCIe adapter cards which contain a dedicated SoC ASIC for
 12 the purpose of efficiently running Artificial Intelligence (AI) Deep Learning
 13 inference workloads. They are AI accelerators.
 14 
 15 The PCIe interface of AIC100 is capable of PCIe Gen4 speeds over eight lanes
 16 (x8). An individual SoC on a card can have up to 16 NSPs for running workloads.
 17 Each SoC has an A53 management CPU. On card, there can be up to 32 GB of DDR.
 18 
 19 Multiple AIC100 cards can be hosted in a single system to scale overall
 20 performance. AIC100 cards are multi-user capable and able to execute workloads
 21 from multiple users in a concurrent manner.
 22 
 23 Hardware Description
 24 ====================
 25 
 26 An AIC100 card consists of an AIC100 SoC, on-card DDR, and a set of misc
 27 peripherals (PMICs, etc).
 28 
 29 An AIC100 card can either be a PCIe HHHL form factor (a traditional PCIe card),
 30 or a Dual M.2 card. Both use PCIe to connect to the host system.
 31 
 32 As a PCIe endpoint/adapter, AIC100 uses the standard VendorID(VID)/
 33 DeviceID(DID) combination to uniquely identify itself to the host. AIC100
 34 uses the standard Qualcomm VID (0x17cb). All AIC100 SKUs use the same
 35 AIC100 DID (0xa100).
 36 
 37 AIC100 does not implement FLR (function level reset).
 38 
 39 AIC100 implements MSI but does not implement MSI-X. AIC100 prefers 17 MSIs to
 40 operate (1 for MHI, 16 for the DMA Bridge). Falling back to 1 MSI is possible in
 41 scenarios where reserving 32 MSIs isn't feasible.
 42 
 43 As a PCIe device, AIC100 utilizes BARs to provide host interfaces to the device
 44 hardware. AIC100 provides 3, 64-bit BARs.
 45 
 46 * The first BAR is 4K in size, and exposes the MHI interface to the host.
 47 
 48 * The second BAR is 2M in size, and exposes the DMA Bridge interface to the
 49   host.
 50 
 51 * The third BAR is variable in size based on an individual AIC100's
 52   configuration, but defaults to 64K. This BAR currently has no purpose.
 53 
 54 From the host perspective, AIC100 has several key hardware components -
 55 
 56 * MHI (Modem Host Interface)
 57 * QSM (QAIC Service Manager)
 58 * NSPs (Neural Signal Processor)
 59 * DMA Bridge
 60 * DDR
 61 
 62 MHI
 63 ---
 64 
 65 AIC100 has one MHI interface over PCIe. MHI itself is documented at
 66 Documentation/mhi/index.rst MHI is the mechanism the host uses to communicate
 67 with the QSM. Except for workload data via the DMA Bridge, all interaction with
 68 the device occurs via MHI.
 69 
 70 QSM
 71 ---
 72 
 73 QAIC Service Manager. This is an ARM A53 CPU that runs the primary
 74 firmware of the card and performs on-card management tasks. It also
 75 communicates with the host via MHI. Each AIC100 has one of
 76 these.
 77 
 78 NSP
 79 ---
 80 
 81 Neural Signal Processor. Each AIC100 has up to 16 of these. These are
 82 the processors that run the workloads on AIC100. Each NSP is a Qualcomm Hexagon
 83 (Q6) DSP with HVX and HMX. Each NSP can only run one workload at a time, but
 84 multiple NSPs may be assigned to a single workload. Since each NSP can only run
 85 one workload, AIC100 is limited to 16 concurrent workloads. Workload
 86 "scheduling" is under the purview of the host. AIC100 does not automatically
 87 timeslice.
 88 
 89 DMA Bridge
 90 ----------
 91 
 92 The DMA Bridge is custom DMA engine that manages the flow of data
 93 in and out of workloads. AIC100 has one of these. The DMA Bridge has 16
 94 channels, each consisting of a set of request/response FIFOs. Each active
 95 workload is assigned a single DMA Bridge channel. The DMA Bridge exposes
 96 hardware registers to manage the FIFOs (head/tail pointers), but requires host
 97 memory to store the FIFOs.
 98 
 99 DDR
100 ---
101 
102 AIC100 has on-card DDR. In total, an AIC100 can have up to 32 GB of DDR.
103 This DDR is used to store workloads, data for the workloads, and is used by the
104 QSM for managing the device. NSPs are granted access to sections of the DDR by
105 the QSM. The host does not have direct access to the DDR, and must make
106 requests to the QSM to transfer data to the DDR.
107 
108 High-level Use Flow
109 ===================
110 
111 AIC100 is a multi-user, programmable accelerator typically used for running
112 neural networks in inferencing mode to efficiently perform AI operations.
113 AIC100 is not intended for training neural networks. AIC100 can be utilized
114 for generic compute workloads.
115 
116 Assuming a user wants to utilize AIC100, they would follow these steps:
117 
118 1. Compile the workload into an ELF targeting the NSP(s)
119 2. Make requests to the QSM to load the workload and related artifacts into the
120    device DDR
121 3. Make a request to the QSM to activate the workload onto a set of idle NSPs
122 4. Make requests to the DMA Bridge to send input data to the workload to be
123    processed, and other requests to receive processed output data from the
124    workload.
125 5. Once the workload is no longer required, make a request to the QSM to
126    deactivate the workload, thus putting the NSPs back into an idle state.
127 6. Once the workload and related artifacts are no longer needed for future
128    sessions, make requests to the QSM to unload the data from DDR. This frees
129    the DDR to be used by other users.
130 
131 
132 Boot Flow
133 =========
134 
135 AIC100 uses a flashless boot flow, derived from Qualcomm MSMs.
136 
137 When AIC100 is first powered on, it begins executing PBL (Primary Bootloader)
138 from ROM. PBL enumerates the PCIe link, and initializes the BHI (Boot Host
139 Interface) component of MHI.
140 
141 Using BHI, the host points PBL to the location of the SBL (Secondary Bootloader)
142 image. The PBL pulls the image from the host, validates it, and begins
143 execution of SBL.
144 
145 SBL initializes MHI, and uses MHI to notify the host that the device has entered
146 the SBL stage. SBL performs a number of operations:
147 
148 * SBL initializes the majority of hardware (anything PBL left uninitialized),
149   including DDR.
150 * SBL offloads the bootlog to the host.
151 * SBL synchronizes timestamps with the host for future logging.
152 * SBL uses the Sahara protocol to obtain the runtime firmware images from the
153   host.
154 
155 Once SBL has obtained and validated the runtime firmware, it brings the NSPs out
156 of reset, and jumps into the QSM.
157 
158 The QSM uses MHI to notify the host that the device has entered the QSM stage
159 (AMSS in MHI terms). At this point, the AIC100 device is fully functional, and
160 ready to process workloads.
161 
162 Userspace components
163 ====================
164 
165 Compiler
166 --------
167 
168 An open compiler for AIC100 based on upstream LLVM can be found at:
169 https://github.com/quic/software-kit-for-qualcomm-cloud-ai-100-cc
170 
171 Usermode Driver (UMD)
172 ---------------------
173 
174 An open UMD that interfaces with the qaic kernel driver can be found at:
175 https://github.com/quic/software-kit-for-qualcomm-cloud-ai-100
176 
177 Sahara loader
178 -------------
179 
180 An open implementation of the Sahara protocol called kickstart can be found at:
181 https://github.com/andersson/qdl
182 
183 MHI Channels
184 ============
185 
186 AIC100 defines a number of MHI channels for different purposes. This is a list
187 of the defined channels, and their uses.
188 
189 +----------------+---------+----------+----------------------------------------+
190 | Channel name   | IDs     | EEs      | Purpose                                |
191 +================+=========+==========+========================================+
192 | QAIC_LOOPBACK  | 0 & 1   | AMSS     | Any data sent to the device on this    |
193 |                |         |          | channel is sent back to the host.      |
194 +----------------+---------+----------+----------------------------------------+
195 | QAIC_SAHARA    | 2 & 3   | SBL      | Used by SBL to obtain the runtime      |
196 |                |         |          | firmware from the host.                |
197 +----------------+---------+----------+----------------------------------------+
198 | QAIC_DIAG      | 4 & 5   | AMSS     | Used to communicate with QSM via the   |
199 |                |         |          | DIAG protocol.                         |
200 +----------------+---------+----------+----------------------------------------+
201 | QAIC_SSR       | 6 & 7   | AMSS     | Used to notify the host of subsystem   |
202 |                |         |          | restart events, and to offload SSR     |
203 |                |         |          | crashdumps.                            |
204 +----------------+---------+----------+----------------------------------------+
205 | QAIC_QDSS      | 8 & 9   | AMSS     | Used for the Qualcomm Debug Subsystem. |
206 +----------------+---------+----------+----------------------------------------+
207 | QAIC_CONTROL   | 10 & 11 | AMSS     | Used for the Neural Network Control    |
208 |                |         |          | (NNC) protocol. This is the primary    |
209 |                |         |          | channel between host and QSM for       |
210 |                |         |          | managing workloads.                    |
211 +----------------+---------+----------+----------------------------------------+
212 | QAIC_LOGGING   | 12 & 13 | SBL      | Used by the SBL to send the bootlog to |
213 |                |         |          | the host.                              |
214 +----------------+---------+----------+----------------------------------------+
215 | QAIC_STATUS    | 14 & 15 | AMSS     | Used to notify the host of Reliability,|
216 |                |         |          | Accessibility, Serviceability (RAS)    |
217 |                |         |          | events.                                |
218 +----------------+---------+----------+----------------------------------------+
219 | QAIC_TELEMETRY | 16 & 17 | AMSS     | Used to get/set power/thermal/etc      |
220 |                |         |          | attributes.                            |
221 +----------------+---------+----------+----------------------------------------+
222 | QAIC_DEBUG     | 18 & 19 | AMSS     | Not used.                              |
223 +----------------+---------+----------+----------------------------------------+
224 | QAIC_TIMESYNC  | 20 & 21 | SBL      | Used to synchronize timestamps in the  |
225 |                |         |          | device side logs with the host time    |
226 |                |         |          | source.                                |
227 +----------------+---------+----------+----------------------------------------+
228 | QAIC_TIMESYNC  | 22 & 23 | AMSS     | Used to periodically synchronize       |
229 | _PERIODIC      |         |          | timestamps in the device side logs with|
230 |                |         |          | the host time source.                  |
231 +----------------+---------+----------+----------------------------------------+
232 
233 DMA Bridge
234 ==========
235 
236 Overview
237 --------
238 
239 The DMA Bridge is one of the main interfaces to the host from the device
240 (the other being MHI). As part of activating a workload to run on NSPs, the QSM
241 assigns that network a DMA Bridge channel. A workload's DMA Bridge channel
242 (DBC for short) is solely for the use of that workload and is not shared with
243 other workloads.
244 
245 Each DBC is a pair of FIFOs that manage data in and out of the workload. One
246 FIFO is the request FIFO. The other FIFO is the response FIFO.
247 
248 Each DBC contains 4 registers in hardware:
249 
250 * Request FIFO head pointer (offset 0x0). Read only by the host. Indicates the
251   latest item in the FIFO the device has consumed.
252 * Request FIFO tail pointer (offset 0x4). Read/write by the host. Host
253   increments this register to add new items to the FIFO.
254 * Response FIFO head pointer (offset 0x8). Read/write by the host. Indicates
255   the latest item in the FIFO the host has consumed.
256 * Response FIFO tail pointer (offset 0xc). Read only by the host. Device
257   increments this register to add new items to the FIFO.
258 
259 The values in each register are indexes in the FIFO. To get the location of the
260 FIFO element pointed to by the register: FIFO base address + register * element
261 size.
262 
263 DBC registers are exposed to the host via the second BAR. Each DBC consumes
264 4KB of space in the BAR.
265 
266 The actual FIFOs are backed by host memory. When sending a request to the QSM
267 to activate a network, the host must donate memory to be used for the FIFOs.
268 Due to internal mapping limitations of the device, a single contiguous chunk of
269 memory must be provided per DBC, which hosts both FIFOs. The request FIFO will
270 consume the beginning of the memory chunk, and the response FIFO will consume
271 the end of the memory chunk.
272 
273 Request FIFO
274 ------------
275 
276 A request FIFO element has the following structure:
277 
278 .. code-block:: c
279 
280   struct request_elem {
281         u16 req_id;
282         u8  seq_id;
283         u8  pcie_dma_cmd;
284         u32 reserved;
285         u64 pcie_dma_source_addr;
286         u64 pcie_dma_dest_addr;
287         u32 pcie_dma_len;
288         u32 reserved;
289         u64 doorbell_addr;
290         u8  doorbell_attr;
291         u8  reserved;
292         u16 reserved;
293         u32 doorbell_data;
294         u32 sem_cmd0;
295         u32 sem_cmd1;
296         u32 sem_cmd2;
297         u32 sem_cmd3;
298   };
299 
300 Request field descriptions:
301 
302 req_id
303         request ID. A request FIFO element and a response FIFO element with
304         the same request ID refer to the same command.
305 
306 seq_id
307         sequence ID within a request. Ignored by the DMA Bridge.
308 
309 pcie_dma_cmd
310         describes the DMA element of this request.
311 
312         * Bit(7) is the force msi flag, which overrides the DMA Bridge MSI logic
313           and generates a MSI when this request is complete, and QSM
314           configures the DMA Bridge to look at this bit.
315         * Bits(6:5) are reserved.
316         * Bit(4) is the completion code flag, and indicates that the DMA Bridge
317           shall generate a response FIFO element when this request is
318           complete.
319         * Bit(3) indicates if this request is a linked list transfer(0) or a bulk
320           transfer(1).
321         * Bit(2) is reserved.
322         * Bits(1:0) indicate the type of transfer. No transfer(0), to device(1),
323           from device(2). Value 3 is illegal.
324 
325 pcie_dma_source_addr
326         source address for a bulk transfer, or the address of the linked list.
327 
328 pcie_dma_dest_addr
329         destination address for a bulk transfer.
330 
331 pcie_dma_len
332         length of the bulk transfer. Note that the size of this field
333         limits transfers to 4G in size.
334 
335 doorbell_addr
336         address of the doorbell to ring when this request is complete.
337 
338 doorbell_attr
339         doorbell attributes.
340 
341         * Bit(7) indicates if a write to a doorbell is to occur.
342         * Bits(6:2) are reserved.
343         * Bits(1:0) contain the encoding of the doorbell length. 0 is 32-bit,
344           1 is 16-bit, 2 is 8-bit, 3 is reserved. The doorbell address
345           must be naturally aligned to the specified length.
346 
347 doorbell_data
348         data to write to the doorbell. Only the bits corresponding to
349         the doorbell length are valid.
350 
351 sem_cmdN
352         semaphore command.
353 
354         * Bit(31) indicates this semaphore command is enabled.
355         * Bit(30) is the to-device DMA fence. Block this request until all
356           to-device DMA transfers are complete.
357         * Bit(29) is the from-device DMA fence. Block this request until all
358           from-device DMA transfers are complete.
359         * Bits(28:27) are reserved.
360         * Bits(26:24) are the semaphore command. 0 is NOP. 1 is init with the
361           specified value. 2 is increment. 3 is decrement. 4 is wait
362           until the semaphore is equal to the specified value. 5 is wait
363           until the semaphore is greater or equal to the specified value.
364           6 is "P", wait until semaphore is greater than 0, then
365           decrement by 1. 7 is reserved.
366         * Bit(23) is reserved.
367         * Bit(22) is the semaphore sync. 0 is post sync, which means that the
368           semaphore operation is done after the DMA transfer. 1 is
369           presync, which gates the DMA transfer. Only one presync is
370           allowed per request.
371         * Bit(21) is reserved.
372         * Bits(20:16) is the index of the semaphore to operate on.
373         * Bits(15:12) are reserved.
374         * Bits(11:0) are the semaphore value to use in operations.
375 
376 Overall, a request is processed in 4 steps:
377 
378 1. If specified, the presync semaphore condition must be true
379 2. If enabled, the DMA transfer occurs
380 3. If specified, the postsync semaphore conditions must be true
381 4. If enabled, the doorbell is written
382 
383 By using the semaphores in conjunction with the workload running on the NSPs,
384 the data pipeline can be synchronized such that the host can queue multiple
385 requests of data for the workload to process, but the DMA Bridge will only copy
386 the data into the memory of the workload when the workload is ready to process
387 the next input.
388 
389 Response FIFO
390 -------------
391 
392 Once a request is fully processed, a response FIFO element is generated if
393 specified in pcie_dma_cmd. The structure of a response FIFO element:
394 
395 .. code-block:: c
396 
397   struct response_elem {
398         u16 req_id;
399         u16 completion_code;
400   };
401 
402 req_id
403         matches the req_id of the request that generated this element.
404 
405 completion_code
406         status of this request. 0 is success. Non-zero is an error.
407 
408 The DMA Bridge will generate a MSI to the host as a reaction to activity in the
409 response FIFO of a DBC. The DMA Bridge hardware has an IRQ storm mitigation
410 algorithm, where it will only generate a MSI when the response FIFO transitions
411 from empty to non-empty (unless force MSI is enabled and triggered). In
412 response to this MSI, the host is expected to drain the response FIFO, and must
413 take care to handle any race conditions between draining the FIFO, and the
414 device inserting elements into the FIFO.
415 
416 Neural Network Control (NNC) Protocol
417 =====================================
418 
419 The NNC protocol is how the host makes requests to the QSM to manage workloads.
420 It uses the QAIC_CONTROL MHI channel.
421 
422 Each NNC request is packaged into a message. Each message is a series of
423 transactions. A passthrough type transaction can contain elements known as
424 commands.
425 
426 QSM requires NNC messages be little endian encoded and the fields be naturally
427 aligned. Since there are 64-bit elements in some NNC messages, 64-bit alignment
428 must be maintained.
429 
430 A message contains a header and then a series of transactions. A message may be
431 at most 4K in size from QSM to the host. From the host to the QSM, a message
432 can be at most 64K (maximum size of a single MHI packet), but there is a
433 continuation feature where message N+1 can be marked as a continuation of
434 message N. This is used for exceedingly large DMA xfer transactions.
435 
436 Transaction descriptions
437 ------------------------
438 
439 passthrough
440         Allows userspace to send an opaque payload directly to the QSM.
441         This is used for NNC commands. Userspace is responsible for managing
442         the QSM message requirements in the payload.
443 
444 dma_xfer
445         DMA transfer. Describes an object that the QSM should DMA into the
446         device via address and size tuples.
447 
448 activate
449         Activate a workload onto NSPs. The host must provide memory to be
450         used by the DBC.
451 
452 deactivate
453         Deactivate an active workload and return the NSPs to idle.
454 
455 status
456         Query the QSM about it's NNC implementation. Returns the NNC version,
457         and if CRC is used.
458 
459 terminate
460         Release a user's resources.
461 
462 dma_xfer_cont
463         Continuation of a previous DMA transfer. If a DMA transfer
464         cannot be specified in a single message (highly fragmented), this
465         transaction can be used to specify more ranges.
466 
467 validate_partition
468         Query to QSM to determine if a partition identifier is valid.
469 
470 Each message is tagged with a user id, and a partition id. The user id allows
471 QSM to track resources, and release them when the user goes away (eg the process
472 crashes). A partition id identifies the resource partition that QSM manages,
473 which this message applies to.
474 
475 Messages may have CRCs. Messages should have CRCs applied until the QSM
476 reports via the status transaction that CRCs are not needed. The QSM on the
477 SA9000P requires CRCs for black channel safing.
478 
479 Subsystem Restart (SSR)
480 =======================
481 
482 SSR is the concept of limiting the impact of an error. An AIC100 device may
483 have multiple users, each with their own workload running. If the workload of
484 one user crashes, the fallout of that should be limited to that workload and not
485 impact other workloads. SSR accomplishes this.
486 
487 If a particular workload crashes, QSM notifies the host via the QAIC_SSR MHI
488 channel. This notification identifies the workload by it's assigned DBC. A
489 multi-stage recovery process is then used to cleanup both sides, and get the
490 DBC/NSPs into a working state.
491 
492 When SSR occurs, any state in the workload is lost. Any inputs that were in
493 process, or queued by not yet serviced, are lost. The loaded artifacts will
494 remain in on-card DDR, but the host will need to re-activate the workload if
495 it desires to recover the workload.
496 
497 Reliability, Accessibility, Serviceability (RAS)
498 ================================================
499 
500 AIC100 is expected to be deployed in server systems where RAS ideology is
501 applied. Simply put, RAS is the concept of detecting, classifying, and
502 reporting errors. While PCIe has AER (Advanced Error Reporting) which factors
503 into RAS, AER does not allow for a device to report details about internal
504 errors. Therefore, AIC100 implements a custom RAS mechanism. When a RAS event
505 occurs, QSM will report the event with appropriate details via the QAIC_STATUS
506 MHI channel. A sysadmin may determine that a particular device needs
507 additional service based on RAS reports.
508 
509 Telemetry
510 =========
511 
512 QSM has the ability to report various physical attributes of the device, and in
513 some cases, to allow the host to control them. Examples include thermal limits,
514 thermal readings, and power readings. These items are communicated via the
515 QAIC_TELEMETRY MHI channel.

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