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  2. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/quantization/stablehlo/tests/passes/quantize/quantize_weight_only.mlir 

        %cst = stablehlo.constant dense<3.000000e-01> : tensor<2x3xf32>
    %0 = "quantfork.qcast"(%cst) : (tensor<2x3xf32>) -> tensor<2x3x!quant.uniform<i8:f32, 6.000000e-03>>
    %1 = "quantfork.dcast"(%0) : (tensor<2x3x!quant.uniform<i8:f32, 6.000000e-03>>) -> tensor<2x3xf32>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Tue May 14 17:10:32 UTC 2024
    - 4.8K bytes
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  3. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/lite/experimental/tac/tests/device-transform-nnapi.mlir 

    // CHECK:           %[[VAL_3:.*]] = "tfl.reshape"(%[[VAL_2]], %[[VAL_1]]) : (tensor<?x1x1x2048x!quant.uniform<i8:f32, 6.000000e-01:-128>>, tensor<2xi32>) -> tensor<?x2048x!quant.uniform<i8:f32, 6.000000e-01:-128>>
// CHECK:           return %[[VAL_3]] : tensor<?x2048x!quant.uniform<i8:f32, 6.000000e-01:-128>>
// CHECK:         }

// -----
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu May 02 09:41:17 UTC 2024
    - 4.9K bytes
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  4. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/lite/quantization/tensorflow/tests/fallback_to_flex_ops_default.mlir 

      %cst_0 = "tf.Const"() {value = dense<[-1.000000e+00, -3.000000e+00]> : tensor<2xf32>} : () -> tensor<2xf32>
  %cst_1 = "tf.Const"() {value = dense<[1.000000e+00, 3.000000e+00]> : tensor<2xf32>} : () -> tensor<2xf32>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu May 02 09:41:17 UTC 2024
    - 13.4K bytes
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  5. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/lite/experimental/tac/tests/get-alternative-subgraph.mlir 

    CHECK:   func private @quantize_ops_CPU_QUANTIZED_INT8(%[[VAL_0:.*]]: tensor<384x512x!quant.uniform<i8:f32, 1.000000e-01>>, %[[VAL_1:.*]]: tensor<128x512x!quant.uniform<i8<-127:127>:f32, 1.000000e-01>>, %[[VAL_2:.*]]: tensor<128x!quant.uniform<i8:f32, 2.000000e-01:-128>>, %[[VAL_3:.*]]: tensor<128x!quant.uniform<i8:f32, 2.000000e-01:-4>>) -> tensor<1x384x128x!quant.uniform<i8:f32, 3.000000e-01:-3>> attributes {tac.device = "CPU", tac.inference_type = "QUANTIZED_INT8", tac.interface_name = "quantize_ops"}...
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu May 02 09:41:17 UTC 2024
    - 20.1K bytes
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  6. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/lite/tests/quantize-variables.mlir 

    // CHECK-NEXT:  %[[q2:.*]] = "tfl.quantize"(%arg0) <{qtype = tensor<1x2x1x3x!quant.uniform<i8:f32, 1.000000e+00>>}> : (tensor<1x2x1x3x!quant.uniform<i8:f64, 1.000000e+00>>) -> tensor<1x2x1x3x!quant.uniform<i8:f32, 1.000000e+00>>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu May 02 09:41:17 UTC 2024
    - 20.3K bytes
    - Viewed (0)
  7. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/quantization/tensorflow/tests/quantize_xla.mlir 

      %4 = "quantfork.dcast"(%3) : (tensor<*x!quant.uniform<i8:f32, 5.000000e-02:-10>>) -> tensor<*xf32>
  %5 = "tf.Reshape"(%4, %cst) {device = ""} : (tensor<*xf32>, tensor<2xi32>) -> tensor<*xf32>
  %6 = "quantfork.qcast"(%5) {volatile} : (tensor<*xf32>) -> tensor<*x!quant.uniform<i8:f32, 5.000000e-02:-10>>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Wed May 08 19:32:28 UTC 2024
    - 11.4K bytes
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  8. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/quantization/stablehlo/tests/passes/insert_calibration_statistics_saver.mlir 

      // CKECK-SAME: <{calibration_method = 1 : i32, id = "0", max_percentile = 0.000000e+00 : f32, min_percentile = 0.000000e+00 : f32, num_bins = 0 : i32}>
  // CHECK: %[[CUSTOM_AGGREGATOR_1:.*]], %[[MIN_1:.*]], %[[MAX_1:.*]], %[[HISTOGRAM_1:.*]] = "tf.CustomAggregator"
  // CKECK-SAME: <{calibration_method = 1 : i32, id = "1", max_percentile = 0.000000e+00 : f32, min_percentile = 0.000000e+00 : f32, num_bins = 0 : i32}>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu Apr 25 01:09:50 UTC 2024
    - 24.3K bytes
    - Viewed (0)
  9. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/quantization/stablehlo/tests/components/pre_calibration_component.mlir 

    // CHECK-DAG: %[[CST:.+]] = stablehlo.constant dense<1.000000e+00> : tensor<4x3xf32>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Fri May 10 04:07:09 UTC 2024
    - 5.1K bytes
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  10. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/quantization/tensorflow/tests/insert_custom_aggregation_ops.mlir 

    // MIN-MAX-CHECK-NEXT:  [[lhs:%.*]], {{.*}}, {{.*}}, {{.*}} = "tf.CustomAggregator"(%arg0) <{calibration_method = 1 : i32, id = "composite_conv2d_with_relu6_fn_arg_0_calibration_method_1", max_percentile = 0.000000e+00 : f32, min_percentile = 0.000000e+00 : f32, num_bins = 0 : i32}>...
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Fri May 10 04:07:09 UTC 2024
    - 32.1K bytes
    - Viewed (0)
  11. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/lite/tests/post-quantize.mlir 

    // QDQ-NEXT: %[[split:.*]]:4 = "tfl.split"(%arg1, %[[q]]) <{num_splits = 4 : i32}> : (tensor<i32>, tensor<4x!quant.uniform<u8:f32, 1.000000e+00>>) -> (tensor<2x!quant.uniform<u8:f32, 1.000000e+00>>, tensor<2x!quant.uniform<u8:f32, 1.000000e+00>>, tensor<2x!quant.uniform<u8:f32, 1.000000e+00>>, tensor<2x!quant.uniform<u8:f32, 1.000000e+00>>)
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu May 02 09:41:17 UTC 2024
    - 19.9K bytes
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