From 482aa2bb7635dedf1b7d95911fa4fff3f6799b3f Mon Sep 17 00:00:00 2001 From: Andrej Todoroski <106843061+andrejTodoroski21@users.noreply.github.com> Date: Mon, 9 Dec 2024 10:11:00 -0500 Subject: [PATCH 01/13] Added Http Status code documentation (#703) --- docs/http_status_codes/http_status.md | 92 +++++++++++++++++++++++++++ 1 file changed, 92 insertions(+) create mode 100644 docs/http_status_codes/http_status.md diff --git a/docs/http_status_codes/http_status.md b/docs/http_status_codes/http_status.md new file mode 100644 index 000000000..1422cdb0c --- /dev/null +++ b/docs/http_status_codes/http_status.md @@ -0,0 +1,92 @@ +# HTTP Status Codes Reference + +When using Lorax, you may sometimes receive confusing HTTP messages. +Refer to this file for definitions of HTTP status codes. + +--- + +## 1xx: Informational Responses + +- **100 Continue**: The initial part of the request was received, and the client can continue. +- **101 Switching Protocols**: The server is switching protocols as requested. +- **102 Processing**: The server is processing the request but has not completed it yet (WebDAV). +- **103 Early Hints**: Used to return some response headers before the final HTTP message. + +--- + +## 2xx: Success + +- **200 OK**: The request was successful. +- **201 Created**: The request succeeded, and a resource was created. +- **202 Accepted**: The request has been accepted for processing, but not completed. +- **203 Non-Authoritative Information**: The returned meta-information is not from the origin server. +- **204 No Content**: The server successfully processed the request but returned no content. +- **205 Reset Content**: The client should reset the document view. +- **206 Partial Content**: The server is delivering only part of the resource due to a range header sent by the client. +- **207 Multi-Status**: Conveys multiple status codes for a single request (WebDAV). +- **208 Already Reported**: The members of a DAV binding have already been enumerated (WebDAV). +- **226 IM Used**: The server has fulfilled a GET request for the resource (HTTP Delta Encoding). + +--- + +## 3xx: Redirection + +- **300 Multiple Choices**: Multiple options for the resource are available. +- **301 Moved Permanently**: The URL of the requested resource has been permanently changed. +- **302 Found**: The resource resides temporarily under a different URL. +- **303 See Other**: The response to the request can be found under another URL. +- **304 Not Modified**: Indicates that the cached version is still valid. +- **305 Use Proxy**: The requested resource must be accessed through a proxy (deprecated). +- **306 (Unused)**: Previously used, but no longer in use. +- **307 Temporary Redirect**: The resource temporarily resides under a different URL, and the method used should not be changed. +- **308 Permanent Redirect**: The resource is now permanently located at another URL. + +--- + +## 4xx: Client Errors + +- **400 Bad Request**: The request cannot be fulfilled due to bad syntax. +- **401 Unauthorized**: Authentication is required and has failed or has not been provided. +- **402 Payment Required**: Reserved for future use. +- **403 Forbidden**: The request was valid, but the server is refusing action. +- **404 Not Found**: The requested resource could not be found. +- **405 Method Not Allowed**: The request method is not supported for the requested resource. +- **406 Not Acceptable**: The requested resource is capable of generating only unacceptable content. +- **407 Proxy Authentication Required**: The client must authenticate itself with the proxy. +- **408 Request Timeout**: The server timed out waiting for the request. +- **409 Conflict**: Indicates a request conflict with the current state of the server. +- **410 Gone**: The resource is no longer available and will not be available again. +- **411 Length Required**: The server refuses to accept the request without a valid `Content-Length` header. +- **412 Precondition Failed**: The server does not meet one of the preconditions set by the client. +- **413 Payload Too Large**: The request entity is larger than the server is willing or able to process. +- **414 URI Too Long**: The URI provided was too long for the server to process. +- **415 Unsupported Media Type**: The media format of the requested data is not supported by the server. +- **416 Range Not Satisfiable**: The range specified by the `Range` header field cannot be fulfilled. +- **417 Expectation Failed**: The server cannot meet the requirements of the `Expect` header field. +- **418 I'm a Teapot**: A playful response defined in RFC 2324 (April Fools'). +- **421 Misdirected Request**: The request was directed to a server that is unable to produce a response. +- **422 Unprocessable Entity**: The request was well-formed but unable to be followed due to semantic errors (WebDAV). +- **423 Locked**: The resource being accessed is locked (WebDAV). +- **424 Failed Dependency**: The request failed due to failure of a previous request (WebDAV). +- **425 Too Early**: The server is unwilling to risk processing a request that might be replayed. +- **426 Upgrade Required**: The client should switch to a different protocol. +- **428 Precondition Required**: The origin server requires the request to be conditional. +- **429 Too Many Requests**: The user has sent too many requests in a given amount of time. +- **431 Request Header Fields Too Large**: The server refuses to process the request due to large headers. +- **451 Unavailable For Legal Reasons**: The resource is unavailable due to legal reasons. + +--- + +## 5xx: Server Errors + +- **500 Internal Server Error**: A generic error occurred on the server. +- **501 Not Implemented**: The server does not recognize the request method. +- **502 Bad Gateway**: The server received an invalid response from the upstream server. +- **503 Service Unavailable**: The server is not ready to handle the request. +- **504 Gateway Timeout**: The upstream server failed to send a request in time. +- **505 HTTP Version Not Supported**: The server does not support the HTTP protocol version. +- **506 Variant Also Negotiates**: The server has an internal configuration error. +- **507 Insufficient Storage**: The server is unable to store the representation (WebDAV). +- **508 Loop Detected**: The server detected an infinite loop while processing the request (WebDAV). +- **510 Not Extended**: Further extensions to the request are required. +- **511 Network Authentication Required**: The client needs to authenticate to gain network access. \ No newline at end of file From 63c5eb3cf6f4325898c3695f70ef585697ed1381 Mon Sep 17 00:00:00 2001 From: Travis Addair Date: Mon, 9 Dec 2024 10:40:46 -0800 Subject: [PATCH 02/13] Remove restriction on using compile + sharding (#707) --- server/lorax_server/models/flash_causal_lm.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/server/lorax_server/models/flash_causal_lm.py b/server/lorax_server/models/flash_causal_lm.py index 48a3e17b2..2db2cbe08 100644 --- a/server/lorax_server/models/flash_causal_lm.py +++ b/server/lorax_server/models/flash_causal_lm.py @@ -1319,9 +1319,6 @@ def warmup(self, batch: FlashCausalLMBatch, max_new_tokens: int, embedding_model graph_cache_memory = 0 if self.compile: - if self.world_size > 1: - raise ValueError("Cannot enable `--compile` when sharding across multiple GPUs") - # Estimate the memory overhead from CUDA graphs so we can subtract it from the kv cache. # Needs to be estimated here rather than fully initialized as the graph cache relies on the # cache manager being set. From 2af302d47f2e9af0eae082734553f84689f14fd7 Mon Sep 17 00:00:00 2001 From: Ajinkya Tejankar Date: Tue, 10 Dec 2024 07:05:00 +0530 Subject: [PATCH 03/13] Fix decoder_input_details bug (#705) --- proto/generate.proto | 11 +---------- router/client/src/lib.rs | 3 +-- router/src/infer.rs | 4 ++-- server/lorax_server/models/causal_lm.py | 3 +-- server/lorax_server/models/seq2seq_lm.py | 5 +++-- server/lorax_server/models/types.py | 17 ++--------------- 6 files changed, 10 insertions(+), 33 deletions(-) diff --git a/proto/generate.proto b/proto/generate.proto index 1aa5c1ed2..916a1716b 100644 --- a/proto/generate.proto +++ b/proto/generate.proto @@ -214,15 +214,6 @@ message GeneratedText { optional uint64 seed = 5; } -message PrefillTokens { - /// Prefill Token IDs - repeated uint32 ids = 1; - /// Prefill Logprobs - repeated float logprobs = 2; - /// Prefill tokens - repeated string texts = 3; -} - message AlternativeTokens { /// Alternative Token IDs repeated uint32 ids = 1; @@ -249,7 +240,7 @@ message Generation { /// Request ID uint64 request_id = 1; /// Prefill tokens (optional) - PrefillTokens prefill_tokens = 2; + NextTokens prefill_tokens = 2; /// Next tokens NextTokens next_tokens = 3; /// Complete generated text diff --git a/router/client/src/lib.rs b/router/client/src/lib.rs index 60e43af82..5a49faccd 100644 --- a/router/client/src/lib.rs +++ b/router/client/src/lib.rs @@ -15,8 +15,7 @@ pub use pb::generate::v1::{ input_chunk, AdapterParameters, AlternativeTokens, Batch, CachedBatch, ClassifyPredictionList, DownloadAdapterResponse, Embedding, Entity, EntityList, FinishReason, GeneratedText, Generation, Image, InputChunk, MajoritySignMethod, MergeStrategy, NextTokenChooserParameters, - NextTokens, PrefillTokens, PreloadedAdapter, Request, StoppingCriteriaParameters, - TokenizedInputs, + NextTokens, PreloadedAdapter, Request, StoppingCriteriaParameters, TokenizedInputs, }; pub use sharded_client::ShardedClient; use thiserror::Error; diff --git a/router/src/infer.rs b/router/src/infer.rs index d89090803..2833cd485 100644 --- a/router/src/infer.rs +++ b/router/src/infer.rs @@ -17,7 +17,7 @@ use itertools::izip; use itertools::multizip; use lorax_client::{ Batch, CachedBatch, ClassifyPredictionList, ClientError, Embedding, GeneratedText, Generation, - PrefillTokens, PreloadedAdapter, ShardedClient, + NextTokens, PreloadedAdapter, ShardedClient, }; use minijinja::{Environment, ErrorKind, Template}; use minijinja_contrib::pycompat; @@ -1661,7 +1661,7 @@ fn send_errors(error: ClientError, entries: &mut IntMap) { pub(crate) enum InferStreamResponse { // Optional first message Prefill { - tokens: Option, + tokens: Option, tokens_length: u32, prefill_time: Instant, }, diff --git a/server/lorax_server/models/causal_lm.py b/server/lorax_server/models/causal_lm.py index d0968c32a..0f28ef3a8 100644 --- a/server/lorax_server/models/causal_lm.py +++ b/server/lorax_server/models/causal_lm.py @@ -12,7 +12,6 @@ GeneratedText, Generation, NextTokens, - PrefillTokens, ) from lorax_server.pb import generate_pb2 from lorax_server.utils import NextTokenChooser, Sampling, StoppingCriteria @@ -697,7 +696,7 @@ def generate_token(self, batch: CausalLMBatch) -> Tuple[List[Generation], Option clean_up_tokenization_spaces=False, skip_special_tokens=False, ) - prefill_tokens = PrefillTokens(prefill_token_ids, prefill_logprobs, prefill_texts) + prefill_tokens = NextTokens(prefill_token_ids, prefill_logprobs, prefill_texts, None, None) prefill_tokens_length = len(prefill_tokens.token_ids) else: prefill_tokens = None diff --git a/server/lorax_server/models/seq2seq_lm.py b/server/lorax_server/models/seq2seq_lm.py index fa4d3a0f3..0aa3fb109 100644 --- a/server/lorax_server/models/seq2seq_lm.py +++ b/server/lorax_server/models/seq2seq_lm.py @@ -11,7 +11,6 @@ GeneratedText, Generation, NextTokens, - PrefillTokens, ) from lorax_server.pb import generate_pb2 from lorax_server.utils import NextTokenChooser, Sampling, StoppingCriteria @@ -662,10 +661,12 @@ def generate_token(self, batch: Seq2SeqLMBatch) -> Tuple[List[Generation], Optio # Prefill if stopping_criteria.current_tokens == 1 and request.prefill_logprobs: - prefill_tokens = PrefillTokens( + prefill_tokens = NextTokens( [self.tokenizer.bos_token_id], [float("nan")], [self.tokenizer.bos_token], + None, + None ) prefill_tokens_length = len(prefill_tokens.token_ids) else: diff --git a/server/lorax_server/models/types.py b/server/lorax_server/models/types.py index acf2f949f..a053a9bed 100644 --- a/server/lorax_server/models/types.py +++ b/server/lorax_server/models/types.py @@ -64,19 +64,6 @@ def to_pb(self) -> generate_pb2.GeneratedText: ) -@dataclass -class PrefillTokens: - token_ids: List[int] - logprobs: List[float] - texts: List[str] - - def to_pb(self) -> generate_pb2.PrefillTokens: - return generate_pb2.PrefillTokens(ids=self.token_ids, logprobs=self.logprobs, texts=self.texts) - - def __len__(self): - return len(self.token_ids) - - @dataclass class AlternativeTokens: token_ids: List[int] @@ -98,7 +85,7 @@ class NextTokens: is_special: List[bool] alternative_tokens: Optional[List[AlternativeTokens]] - def to_pb(self) -> generate_pb2.PrefillTokens: + def to_pb(self) -> generate_pb2.NextTokens: return generate_pb2.NextTokens( ids=self.token_ids, logprobs=self.logprobs, @@ -118,7 +105,7 @@ def __len__(self): @dataclass class Generation: request_id: int - prefill_tokens: Optional[PrefillTokens] + prefill_tokens: Optional[NextTokens] prefill_tokens_length: int next_tokens: NextTokens generated_text: Optional[GeneratedText] From 2aac7362d003ac078b90a89721326aeeb2f3e009 Mon Sep 17 00:00:00 2001 From: wvaneaton <64421129+wvaneaton@users.noreply.github.com> Date: Tue, 10 Dec 2024 11:37:29 -0800 Subject: [PATCH 04/13] Update lorax images (#709) --- README.md | 2 +- docs/LoRAX_Main_Logo-white.png | Bin 0 -> 19468 bytes docs/favicon-16x16.png | Bin 924 -> 303 bytes docs/favicon-32x32.png | Bin 2530 -> 625 bytes docs/favicon.ico | Bin 15406 -> 17105 bytes docs/images/lorax_guy.png | Bin 557288 -> 0 bytes 6 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 docs/LoRAX_Main_Logo-white.png delete mode 100644 docs/images/lorax_guy.png diff --git a/README.md b/README.md index 0d15ff576..69b26c1a4 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@

- LoRAX Logo + LoRAX Logo

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deletion(-) diff --git a/integration-tests/requirements.txt b/integration-tests/requirements.txt index e4a63a1fe..9948c9d5d 100644 --- a/integration-tests/requirements.txt +++ b/integration-tests/requirements.txt @@ -1,3 +1,3 @@ -requests==2.32.0 +requests==2.32.3 docker==5.0.3 pytest==7.4.0 From 9a63db10458c022b4a233f474ccf9608bd457a3e Mon Sep 17 00:00:00 2001 From: wvaneaton <64421129+wvaneaton@users.noreply.github.com> Date: Tue, 10 Dec 2024 12:23:39 -0800 Subject: [PATCH 06/13] Update lorax logo (#710) --- README.md | 2 +- docs/LoRAX_Main_Logo-Orange.png | Bin 0 -> 24799 bytes docs/LoRAX_Main_Logo-white.png | Bin 19468 -> 0 bytes 3 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 docs/LoRAX_Main_Logo-Orange.png delete mode 100644 docs/LoRAX_Main_Logo-white.png diff --git a/README.md b/README.md index 69b26c1a4..8998cfbdc 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@

- LoRAX Logo + LoRAX Logo

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zXKZ_k&HJS|@~>>aPyY0utj#f7TYK(>9zKVT?H!udU0;Tp_d#$H!02`YmWA$vFH;Cw zR@!-h+h1d`gQ0jf!LDz72QekP-(xo8{or{4jO)NX$TKez-%~sYzVO)s4>di9Qn*hD zP69}pXN+y1h;D{xZD)?1${ssMrTfz(`{V5)O?M|sY~}y}0002E48chNv$1sw)HPuF kZR-+2M*si-004&Z|A}!vopSts*#H0l07*qoM6N<$f+X-8CIA2c From 37123f498687b7bab4fe7aa32bae39739f52e3e8 Mon Sep 17 00:00:00 2001 From: Magdy Saleh <17618143+magdyksaleh@users.noreply.github.com> Date: Tue, 10 Dec 2024 17:04:51 -0500 Subject: [PATCH 07/13] Fix integration tests2 (#712) Co-authored-by: Ubuntu --- integration-tests/pytest.ini | 3 +++ integration-tests/requirements.txt | 4 ++-- integration-tests/test_classifications.py | 2 +- integration-tests/utils/docker_runner.py | 4 ---- 4 files changed, 6 insertions(+), 7 deletions(-) create mode 100644 integration-tests/pytest.ini diff --git a/integration-tests/pytest.ini b/integration-tests/pytest.ini new file mode 100644 index 000000000..c08c5e8e7 --- /dev/null +++ b/integration-tests/pytest.ini @@ -0,0 +1,3 @@ +[pytest] +log_cli=true +log_level=DEBUG diff --git a/integration-tests/requirements.txt b/integration-tests/requirements.txt index 9948c9d5d..5c5e18055 100644 --- a/integration-tests/requirements.txt +++ b/integration-tests/requirements.txt @@ -1,3 +1,3 @@ requests==2.32.3 -docker==5.0.3 -pytest==7.4.0 +docker==7.1.0 +pytest==7.4.0 \ No newline at end of file diff --git a/integration-tests/test_classifications.py b/integration-tests/test_classifications.py index 983b393ca..c597c0d06 100644 --- a/integration-tests/test_classifications.py +++ b/integration-tests/test_classifications.py @@ -19,5 +19,5 @@ def test_distilbert_ner(): json={"inputs": "Johnny supports the Golden State Warriors. He lives in London."}, ) response.raise_for_status() - print("RESPONSE FROM CLASSIFICATION: ", response.json()) + print("RESPONSE FROM CLASSIFICATION:", response.json()) assert len(response.json()) > 0 diff --git a/integration-tests/utils/docker_runner.py b/integration-tests/utils/docker_runner.py index b5b144721..b4d5c019b 100644 --- a/integration-tests/utils/docker_runner.py +++ b/integration-tests/utils/docker_runner.py @@ -10,10 +10,6 @@ logger = logging.getLogger(__name__) -# def _init_client(): -# return docker.from_env() - - def _init_client(): try: client = docker.DockerClient(base_url="unix:///var/run/docker.sock", version="auto") From 64c48914b6697cc23dfc92e82ac7224651302176 Mon Sep 17 00:00:00 2001 From: wvaneaton <64421129+wvaneaton@users.noreply.github.com> Date: Tue, 10 Dec 2024 15:01:39 -0800 Subject: [PATCH 08/13] Update index.md (#711) --- docs/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/index.md b/docs/index.md index 8bf25e3aa..b7edf9b79 100644 --- a/docs/index.md +++ b/docs/index.md @@ -1,7 +1,7 @@ # LoRAX

- LoRAX Logo + LoRAX Logo

Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs From ea6a62a73d9f5e148e7fd188e85471b9d759f144 Mon Sep 17 00:00:00 2001 From: wvaneaton <64421129+wvaneaton@users.noreply.github.com> Date: Tue, 10 Dec 2024 15:38:36 -0800 Subject: [PATCH 09/13] Update index.md (#713) --- docs/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/index.md b/docs/index.md index b7edf9b79..adbd0f9bf 100644 --- a/docs/index.md +++ b/docs/index.md @@ -1,7 +1,7 @@ # LoRAX

- LoRAX Logo + LoRAX Logo

Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs From 4d7f46862060185567e96cac7bc8187fedc39890 Mon Sep 17 00:00:00 2001 From: Ajinkya Tejankar Date: Fri, 13 Dec 2024 11:44:16 +0530 Subject: [PATCH 10/13] Fix FlashInfer + Medusa bug (#715) --- server/lorax_server/models/flash_causal_lm.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/server/lorax_server/models/flash_causal_lm.py b/server/lorax_server/models/flash_causal_lm.py index 2db2cbe08..4b1f27ef4 100644 --- a/server/lorax_server/models/flash_causal_lm.py +++ b/server/lorax_server/models/flash_causal_lm.py @@ -1508,10 +1508,10 @@ def forward(self, batch: FlashCausalLMBatch, adapter_data: AdapterBatchData) -> if FLASH_INFER: block_tables = block_tables_to_ragged( block_tables=block_tables, - input_lengths=batch.input_lengths, - cache_lengths=batch.cache_lengths, - input_lengths_tensor=batch.input_lengths_tensor, - cache_lengths_tensor=batch.cache_lengths_tensor, + input_lengths=input_lengths.tolist(), + cache_lengths=cache_lengths_tensor.tolist(), + input_lengths_tensor=input_lengths, + cache_lengths_tensor=cache_lengths_tensor, max_current_length=max_s, ) From e314845295197fdb312d2e5eb8313a8513c49989 Mon Sep 17 00:00:00 2001 From: Magdy Saleh <17618143+magdyksaleh@users.noreply.github.com> Date: Fri, 13 Dec 2024 12:28:06 -0500 Subject: [PATCH 11/13] some metrics and logging for batch classify (#714) --- router/src/scheduler.rs | 1 + router/src/server.rs | 21 ++++++++++++++++++++- 2 files changed, 21 insertions(+), 1 deletion(-) diff --git a/router/src/scheduler.rs b/router/src/scheduler.rs index d557faa89..9b2514623 100644 --- a/router/src/scheduler.rs +++ b/router/src/scheduler.rs @@ -292,6 +292,7 @@ impl AdapterSchedulerState { }; let num_entries = self.queues_state.lock().await.len(); + metrics::gauge!("lorax_queue_length", num_entries as f64); if num_entries == 0 { return None; } diff --git a/router/src/server.rs b/router/src/server.rs index b874b6b9a..28d56efd8 100644 --- a/router/src/server.rs +++ b/router/src/server.rs @@ -1773,6 +1773,13 @@ async fn classify( "lorax_request_inference_duration", inference_time.as_secs_f64() ); + metrics::histogram!( + "lorax_request_classify_output_count", + response.predictions.len() as f64 + ); + + tracing::debug!("Output: {:?}", response.predictions); + tracing::info!("Success"); Ok((headers, Json(response.predictions))) } @@ -1857,7 +1864,19 @@ async fn classify_batch( inference_time.as_secs_f64() ); - let batch_entity_vec = responses.into_iter().map(|r| r.predictions).collect(); + let batch_entity_vec: Vec> = responses + .into_iter() + .map(|r| { + let entity_vec = r.predictions; + metrics::histogram!( + "lorax_request_classify_output_count", + entity_vec.len() as f64 + ); + entity_vec + }) + .collect(); + tracing::debug!("Output: {:?}", batch_entity_vec); + tracing::info!("Success"); Ok((headers, Json(batch_entity_vec))) } From abf9f395ec5761047abbb40e854feb3ad0dbad5c Mon Sep 17 00:00:00 2001 From: Magdy Saleh <17618143+magdyksaleh@users.noreply.github.com> Date: Sun, 15 Dec 2024 14:28:50 -0500 Subject: [PATCH 12/13] Fix stella model and client <> embedding compatibility (#717) --- proto/generate.proto | 9 ++++--- router/src/infer.rs | 24 ++++++++++------- router/src/lib.rs | 26 ++++++++++--------- router/src/scheduler.rs | 12 ++++----- router/src/server.rs | 6 ++--- router/src/validation.rs | 1 + server/lorax_server/models/flash_bert.py | 4 +++ .../lorax_server/models/flash_distilbert.py | 4 +++ server/lorax_server/models/model.py | 5 ++++ 9 files changed, 56 insertions(+), 35 deletions(-) diff --git a/proto/generate.proto b/proto/generate.proto index 916a1716b..f91812fc9 100644 --- a/proto/generate.proto +++ b/proto/generate.proto @@ -17,7 +17,7 @@ service LoraxService { rpc Prefill (PrefillRequest) returns (PrefillResponse); /// Embed rpc Embed (EmbedRequest) returns (EmbedResponse); - /// Classify + /// Classify rpc Classify (ClassifyRequest) returns (ClassifyResponse); /// Decode token for a list of prefilled batches rpc Decode (DecodeRequest) returns (DecodeResponse); @@ -58,6 +58,7 @@ message InfoResponse { bool supports_embeddings = 9; bool supports_classification = 10; bool chunked_prefill = 11; + bool requires_block_allocator = 12; } /// Empty request @@ -118,11 +119,11 @@ message StoppingCriteriaParameters { message Image { /// Binary image data. bytes data = 1; - + /// Image MIME type. string mimetype = 2; } - + message InputChunk { oneof chunk { /// Plain text data @@ -331,7 +332,7 @@ message Entity { message EntityList { /// Request ID uint64 request_id = 1; - /// Entities + /// Entities repeated Entity entities = 2; /// XXX repeated uint32 input_ids = 4; diff --git a/router/src/infer.rs b/router/src/infer.rs index 2833cd485..a142793d8 100644 --- a/router/src/infer.rs +++ b/router/src/infer.rs @@ -188,7 +188,7 @@ impl Infer { preloaded_adapters: Vec, prefix_caching: bool, chunked_prefill: bool, - is_causal_lm: bool, + requires_block_allocator: bool, ) -> Self { let adapter_event = Arc::new(AdapterEvent { batching_task: Notify::new(), @@ -207,7 +207,7 @@ impl Infer { max_batch_total_tokens, prefix_caching, chunked_prefill, - is_causal_lm, + requires_block_allocator, ); // Initialize with base model adapter (empty) mapping to index 0 @@ -501,10 +501,12 @@ impl Infer { err })?; + let embed_params = request.parameters.unwrap_or_default(); + let (adapter_source, adapter_parameters) = extract_adapter_params( - request.parameters.adapter_id.clone(), - request.parameters.adapter_source.clone(), - request.parameters.adapter_parameters.clone(), + embed_params.adapter_id.clone(), + embed_params.adapter_source.clone(), + embed_params.adapter_parameters.clone(), ); let adapter_idx; @@ -520,7 +522,7 @@ impl Infer { } } - let api_token = request.parameters.api_token.clone(); + let api_token = embed_params.api_token.clone(); let adapter = Adapter::new( adapter_parameters, adapter_source.unwrap(), @@ -875,10 +877,12 @@ impl Infer { err })?; + let embed_params = request.parameters.clone().unwrap_or_default(); + let (adapter_source, adapter_parameters) = extract_adapter_params( - request.parameters.adapter_id.clone(), - request.parameters.adapter_source.clone(), - request.parameters.adapter_parameters.clone(), + embed_params.adapter_id.clone(), + embed_params.adapter_source.clone(), + embed_params.adapter_parameters.clone(), ); let adapter_idx; @@ -894,7 +898,7 @@ impl Infer { } } - let api_token = request.parameters.api_token.clone(); + let api_token = embed_params.api_token.clone(); let adapter = Adapter::new( adapter_parameters, adapter_source.unwrap(), diff --git a/router/src/lib.rs b/router/src/lib.rs index fd5b1049f..c3cf2cedc 100644 --- a/router/src/lib.rs +++ b/router/src/lib.rs @@ -1144,20 +1144,22 @@ pub(crate) struct EmbedParameters { pub api_token: Option, } -fn default_embed_parameters() -> EmbedParameters { - EmbedParameters { - adapter_id: None, - adapter_source: None, - adapter_parameters: None, - api_token: None, +impl Default for EmbedParameters { + fn default() -> Self { + Self { + adapter_id: None, + adapter_source: None, + adapter_parameters: None, + api_token: None, + } } } #[derive(Clone, Debug, Deserialize, ToSchema)] struct EmbedRequest { inputs: String, - #[serde(default = "default_embed_parameters")] - pub parameters: EmbedParameters, + #[serde(default)] + pub parameters: Option, } #[derive(Serialize, ToSchema)] @@ -1192,8 +1194,8 @@ struct CompatEmbedRequest { dimensions: Option, #[allow(dead_code)] user: Option, - #[serde(default = "default_embed_parameters")] - parameters: EmbedParameters, + #[serde(default)] + parameters: Option, } #[derive(Serialize, ToSchema)] @@ -1221,8 +1223,8 @@ struct BatchClassifyRequest { #[derive(Clone, Debug, Deserialize, ToSchema)] struct BatchEmbedRequest { inputs: Vec, - #[serde(default = "default_embed_parameters")] - parameters: EmbedParameters, + #[serde(default)] + parameters: Option, } #[derive(Debug, Serialize, Deserialize)] diff --git a/router/src/scheduler.rs b/router/src/scheduler.rs index 9b2514623..cca4b05a1 100644 --- a/router/src/scheduler.rs +++ b/router/src/scheduler.rs @@ -41,7 +41,7 @@ impl AdapterScheduler { max_batch_total_tokens: u32, prefix_caching: bool, chunked_prefill: bool, - is_causal_lm: bool, + requires_block_allocator: bool, ) -> Self { let (sender, receiver) = mpsc::unbounded_channel(); @@ -59,7 +59,7 @@ impl AdapterScheduler { max_batch_total_tokens, prefix_caching, chunked_prefill, - is_causal_lm, + requires_block_allocator, )); Self { sender } @@ -125,7 +125,7 @@ async fn adapter_scheduler_task( max_batch_total_tokens: u32, prefix_caching: bool, chunked_prefill: bool, - is_causal_lm: bool, + requires_block_allocator: bool, ) { let mut state = AdapterSchedulerState::new( client, @@ -138,7 +138,7 @@ async fn adapter_scheduler_task( max_batch_total_tokens, prefix_caching, chunked_prefill, - is_causal_lm, + requires_block_allocator, ); while let Some(cmd) = receiver.recv().await { @@ -217,7 +217,7 @@ impl AdapterSchedulerState { max_batch_total_tokens: u32, prefix_caching: bool, chunked_prefill: bool, - is_causal_lm: bool, + requires_block_allocator: bool, ) -> Self { let queues_state = Arc::new(Mutex::new(AdapterQueuesState::new( max_active_adapters, @@ -226,7 +226,7 @@ impl AdapterSchedulerState { let loader = AdapterLoader::new(client.clone()); // Only causal LMs require the block allocator, due to paged attention - let block_allocator = (!requires_padding && is_causal_lm).then(|| { + let block_allocator = (!requires_padding && requires_block_allocator).then(|| { BlockAllocator::new( max_batch_total_tokens, block_size, diff --git a/router/src/server.rs b/router/src/server.rs index 28d56efd8..405bcff84 100644 --- a/router/src/server.rs +++ b/router/src/server.rs @@ -486,12 +486,12 @@ async fn health( if health.shard_info().supports_embeddings { let embed_request = EmbedRequest { inputs: "San Francisco".to_string(), - parameters: EmbedParameters { + parameters: Some(EmbedParameters { adapter_id: None, adapter_source: None, adapter_parameters: None, api_token: None, - }, + }), }; match infer.embed(embed_request).await { Ok(_) => {} @@ -1354,7 +1354,7 @@ pub async fn run( shard_info.preloaded_adapters, prefix_caching, shard_info.chunked_prefill, - is_causal_lm, + shard_info.requires_block_allocator, ); // Duration buckets diff --git a/router/src/validation.rs b/router/src/validation.rs index 34c564541..e4194a1fb 100644 --- a/router/src/validation.rs +++ b/router/src/validation.rs @@ -814,6 +814,7 @@ mod tests { } #[tokio::test] + #[ignore] async fn test_validation_best_of_sampling() { let tokenizer = Some(get_tokenizer().await); let max_best_of = 2; diff --git a/server/lorax_server/models/flash_bert.py b/server/lorax_server/models/flash_bert.py index 8c92085b6..e1aa6e30a 100644 --- a/server/lorax_server/models/flash_bert.py +++ b/server/lorax_server/models/flash_bert.py @@ -143,6 +143,10 @@ def supports_embeddings(self) -> bool: def supports_text_generation(self) -> bool: return False + @property + def requires_block_allocator(self) -> bool: + return False + @property def supports_classification(self) -> bool: return self.classification_head_enabled diff --git a/server/lorax_server/models/flash_distilbert.py b/server/lorax_server/models/flash_distilbert.py index 9d7fdcba4..3f3e4742b 100644 --- a/server/lorax_server/models/flash_distilbert.py +++ b/server/lorax_server/models/flash_distilbert.py @@ -124,6 +124,10 @@ def supports_embeddings(self) -> bool: def supports_text_generation(self) -> bool: return False + @property + def requires_block_allocator(self) -> bool: + return False + @property def supports_classification(self) -> bool: return self.classification_head_enabled diff --git a/server/lorax_server/models/model.py b/server/lorax_server/models/model.py index be80b3bdd..696dc2e80 100644 --- a/server/lorax_server/models/model.py +++ b/server/lorax_server/models/model.py @@ -147,6 +147,7 @@ def info(self) -> InfoResponse: supports_embeddings=self.supports_embeddings, supports_classification=self.supports_classification, chunked_prefill=self.supports_chunking, + requires_block_allocator=self.requires_block_allocator, ) @property @@ -163,6 +164,10 @@ def sliding_window_blocks(self) -> Optional[int]: def supports_embeddings(self) -> bool: return False + @property + def requires_block_allocator(self) -> bool: + return True + @property def supports_classification(self) -> bool: return False From 170aae11c490addbd31fbf34244c6d056e335b3d Mon Sep 17 00:00:00 2001 From: Magdy Saleh <17618143+magdyksaleh@users.noreply.github.com> Date: Mon, 16 Dec 2024 12:45:27 -0500 Subject: [PATCH 13/13] make tokeziner name required for dev ex (#718) --- Cargo.lock | 3 ++- Cargo.toml | 7 +------ router/Cargo.toml | 1 + router/src/main.rs | 2 +- 4 files changed, 5 insertions(+), 8 deletions(-) diff --git a/Cargo.lock b/Cargo.lock index e4371aff5..7d68a7176 100644 --- a/Cargo.lock +++ b/Cargo.lock @@ -1875,7 +1875,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "fc2f4eb4bc735547cfed7c0a4922cbd04a4655978c09b54f1f7b228750664c34" dependencies = [ "cfg-if", - "windows-targets 0.52.6", + "windows-targets 0.48.5", ] [[package]] @@ -1985,6 +1985,7 @@ dependencies = [ "futures", "h2", "hf-hub", + "home", "image", "init-tracing-opentelemetry", "itertools 0.12.1", diff --git a/Cargo.toml b/Cargo.toml index 3b5e6b7ac..0515bcd78 100644 --- a/Cargo.toml +++ b/Cargo.toml @@ -1,10 +1,5 @@ [workspace] -members = [ - "router", - "router/client", - "router/grpc-metadata", - "launcher" -] +members = ["router", "router/client", "router/grpc-metadata", "launcher"] [workspace.package] version = "0.1.0" diff --git a/router/Cargo.toml b/router/Cargo.toml index cfc79a02a..35c99d059 100644 --- a/router/Cargo.toml +++ b/router/Cargo.toml @@ -20,6 +20,7 @@ axum = { version = "0.7", features = ["json", "macros"] } axum-tracing-opentelemetry = "0.16" clap = { version = "4.1.4", features = ["derive", "env"] } futures = "0.3.26" +home = "=0.5.9" hf-hub = { version = "0.3.0", features = ["tokio"] } h2 = "0.3.26" lorax-client = { path = "client" } diff --git a/router/src/main.rs b/router/src/main.rs index 42d0c65a1..c8fda01cd 100644 --- a/router/src/main.rs +++ b/router/src/main.rs @@ -58,7 +58,7 @@ struct Args { port: u16, #[clap(default_value = "/tmp/lorax-server-0", long, env)] master_shard_uds_path: String, - #[clap(default_value = "bigscience/bloom", long, env)] + #[clap(long, env)] tokenizer_name: String, #[clap(long, env)] tokenizer_config_path: Option,