Sending compute type from the environment instead of hardcoded string (#1504)
# What does this PR do? Sending compute type from the environment instead of hardcoded string Using env is slow, therefore getting it from global state instead. <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, please replace this with a description of the change and which issue is fixed (if applicable). Please also include relevant motivation and context. List any dependencies (if any) that are required for this change. Once you're done, someone will review your PR shortly (see the section "Who can review?" below to tag some potential reviewers). They may suggest changes to make the code even better. If no one reviewed your PR after a week has passed, don't hesitate to post a new comment @-mentioning the same persons---sometimes notifications get lost. --> <!-- Remove if not applicable --> Fixes # (issue) ## Before submitting - [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [ ] Did you read the [contributor guideline](https://github.com/huggingface/transformers/blob/main/CONTRIBUTING.md#start-contributing-pull-requests), Pull Request section? - [ ] Was this discussed/approved via a Github issue or the [forum](https://discuss.huggingface.co/)? Please add a link to it if that's the case. - [ ] Did you make sure to update the documentation with your changes? Here are the [documentation guidelines](https://github.com/huggingface/transformers/tree/main/docs), and [here are tips on formatting docstrings](https://github.com/huggingface/transformers/tree/main/docs#writing-source-documentation). - [ ] Did you write any new necessary tests? ## Who can review? Anyone in the community is free to review the PR once the tests have passed. Feel free to tag members/contributors who may be interested in your PR. <!-- Your PR will be replied to more quickly if you can figure out the right person to tag with @ @OlivierDehaene OR @Narsil -->
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@ -57,6 +57,7 @@ example = json ! ({"error": "Incomplete generation"})),
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async fn compat_generate(
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async fn compat_generate(
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Extension(default_return_full_text): Extension<bool>,
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Extension(default_return_full_text): Extension<bool>,
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infer: Extension<Infer>,
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infer: Extension<Infer>,
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compute_type: Extension<ComputeType>,
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Json(mut req): Json<CompatGenerateRequest>,
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Json(mut req): Json<CompatGenerateRequest>,
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) -> Result<Response, (StatusCode, Json<ErrorResponse>)> {
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) -> Result<Response, (StatusCode, Json<ErrorResponse>)> {
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// default return_full_text given the pipeline_tag
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// default return_full_text given the pipeline_tag
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@ -66,11 +67,11 @@ async fn compat_generate(
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// switch on stream
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// switch on stream
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if req.stream {
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if req.stream {
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Ok(generate_stream(infer, Json(req.into()))
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Ok(generate_stream(infer,compute_type, Json(req.into()))
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.await
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.await
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.into_response())
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.into_response())
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} else {
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} else {
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let (headers, Json(generation)) = generate(infer, Json(req.into())).await?;
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let (headers, Json(generation)) = generate(infer, compute_type, Json(req.into())).await?;
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// wrap generation inside a Vec to match api-inference
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// wrap generation inside a Vec to match api-inference
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Ok((headers, Json(vec![generation])).into_response())
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Ok((headers, Json(vec![generation])).into_response())
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}
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}
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@ -145,6 +146,7 @@ seed,
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)]
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)]
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async fn generate(
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async fn generate(
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infer: Extension<Infer>,
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infer: Extension<Infer>,
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Extension(ComputeType(compute_type)): Extension<ComputeType>,
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Json(req): Json<GenerateRequest>,
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Json(req): Json<GenerateRequest>,
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) -> Result<(HeaderMap, Json<GenerateResponse>), (StatusCode, Json<ErrorResponse>)> {
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) -> Result<(HeaderMap, Json<GenerateResponse>), (StatusCode, Json<ErrorResponse>)> {
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let span = tracing::Span::current();
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let span = tracing::Span::current();
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@ -230,7 +232,7 @@ async fn generate(
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// Headers
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// Headers
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let mut headers = HeaderMap::new();
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let mut headers = HeaderMap::new();
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headers.insert("x-compute-type", "gpu+optimized".parse().unwrap());
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headers.insert("x-compute-type", compute_type.parse().unwrap());
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headers.insert(
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headers.insert(
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"x-compute-time",
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"x-compute-time",
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total_time.as_millis().to_string().parse().unwrap(),
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total_time.as_millis().to_string().parse().unwrap(),
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@ -339,6 +341,7 @@ seed,
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)]
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)]
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async fn generate_stream(
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async fn generate_stream(
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Extension(infer): Extension<Infer>,
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Extension(infer): Extension<Infer>,
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Extension(compute_type): Extension<ComputeType>,
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Json(req): Json<GenerateRequest>,
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Json(req): Json<GenerateRequest>,
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) -> (
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) -> (
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HeaderMap,
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HeaderMap,
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@ -349,13 +352,14 @@ async fn generate_stream(
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event.json_data(stream_token).unwrap()
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event.json_data(stream_token).unwrap()
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};
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};
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let (headers, response_stream) =
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let (headers, response_stream) =
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generate_stream_internal(infer, Json(req), on_message_callback).await;
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generate_stream_internal(infer, compute_type, Json(req), on_message_callback).await;
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let sse = Sse::new(response_stream).keep_alive(KeepAlive::default());
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let sse = Sse::new(response_stream).keep_alive(KeepAlive::default());
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(headers, sse)
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(headers, sse)
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}
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}
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async fn generate_stream_internal(
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async fn generate_stream_internal(
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infer: Infer,
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infer: Infer,
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ComputeType(compute_type): ComputeType,
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Json(req): Json<GenerateRequest>,
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Json(req): Json<GenerateRequest>,
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on_message_callback: impl Fn(StreamResponse) -> Event,
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on_message_callback: impl Fn(StreamResponse) -> Event,
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) -> (HeaderMap, impl Stream<Item = Result<Event, Infallible>>) {
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) -> (HeaderMap, impl Stream<Item = Result<Event, Infallible>>) {
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@ -368,7 +372,7 @@ async fn generate_stream_internal(
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let compute_characters = req.inputs.chars().count();
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let compute_characters = req.inputs.chars().count();
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let mut headers = HeaderMap::new();
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let mut headers = HeaderMap::new();
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headers.insert("x-compute-type", "gpu+optimized".parse().unwrap());
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headers.insert("x-compute-type",compute_type.parse().unwrap());
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headers.insert(
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headers.insert(
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"x-compute-characters",
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"x-compute-characters",
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compute_characters.to_string().parse().unwrap(),
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compute_characters.to_string().parse().unwrap(),
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@ -557,6 +561,7 @@ async fn generate_stream_internal(
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)]
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)]
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async fn chat_completions(
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async fn chat_completions(
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Extension(infer): Extension<Infer>,
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Extension(infer): Extension<Infer>,
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Extension(compute_type): Extension<ComputeType>,
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Extension(info): Extension<Info>,
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Extension(info): Extension<Info>,
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Json(req): Json<ChatRequest>,
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Json(req): Json<ChatRequest>,
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) -> Result<Response, (StatusCode, Json<ErrorResponse>)> {
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) -> Result<Response, (StatusCode, Json<ErrorResponse>)> {
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@ -645,12 +650,12 @@ async fn chat_completions(
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};
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};
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let (headers, response_stream) =
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let (headers, response_stream) =
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generate_stream_internal(infer, Json(generate_request), on_message_callback).await;
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generate_stream_internal(infer, compute_type, Json(generate_request), on_message_callback).await;
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let sse = Sse::new(response_stream).keep_alive(KeepAlive::default());
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let sse = Sse::new(response_stream).keep_alive(KeepAlive::default());
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Ok((headers, sse).into_response())
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Ok((headers, sse).into_response())
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} else {
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} else {
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let (headers, Json(generation)) =
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let (headers, Json(generation)) =
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generate(Extension(infer), Json(generate_request)).await?;
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generate(Extension(infer), Extension(compute_type), Json(generate_request)).await?;
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let current_time = std::time::SystemTime::now()
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let current_time = std::time::SystemTime::now()
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.duration_since(std::time::UNIX_EPOCH)
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.duration_since(std::time::UNIX_EPOCH)
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@ -729,6 +734,9 @@ async fn metrics(prom_handle: Extension<PrometheusHandle>) -> String {
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prom_handle.render()
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prom_handle.render()
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}
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}
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#[derive(Clone, Debug)]
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pub(crate) struct ComputeType(String);
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/// Serving method
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/// Serving method
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#[allow(clippy::too_many_arguments)]
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#[allow(clippy::too_many_arguments)]
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pub async fn run(
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pub async fn run(
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@ -935,6 +943,8 @@ pub async fn run(
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Router::new().route("/invocations", post(compat_generate)) // Use 'compat_generate' otherwise
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Router::new().route("/invocations", post(compat_generate)) // Use 'compat_generate' otherwise
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};
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};
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let compute_type = ComputeType(std::env::var("COMPUTE_TYPE").unwrap_or("gpu+optimized".to_string()));
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// Combine routes and layers
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// Combine routes and layers
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let app = Router::new()
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let app = Router::new()
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.merge(swagger_ui)
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.merge(swagger_ui)
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@ -944,6 +954,7 @@ pub async fn run(
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.layer(Extension(health_ext.clone()))
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.layer(Extension(health_ext.clone()))
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.layer(Extension(compat_return_full_text))
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.layer(Extension(compat_return_full_text))
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.layer(Extension(infer))
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.layer(Extension(infer))
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.layer(Extension(compute_type))
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.layer(Extension(prom_handle.clone()))
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.layer(Extension(prom_handle.clone()))
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.layer(OtelAxumLayer::default())
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.layer(OtelAxumLayer::default())
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.layer(cors_layer);
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.layer(cors_layer);
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