Replace slice.js and interact_slice.js with python and generic_plotly.js

Reviewed By: lena-kashtelyan

Differential Revision: D16965821

fbshipit-source-id: 9e8e0f75e6fb789cddbbd1e15db2637e3fb4cf73

Author: 2timesjay

ax/plot/helper.py

@@ -647,3 +647,150 @@ def relativize_data(
 
 def rgb(arr: List[int]) -> str:
     return "rgb({},{},{})".format(*arr)
+
+
+def slice_config_to_trace(
+    arm_data,
+    arm_name_to_parameters,
+    f,
+    fit_data,
+    grid,
+    metric,
+    param,
+    rel,
+    setx,
+    sd,
+    is_log,
+    visible,
+):
+    # format data
+    res = relativize_data(f, sd, rel, arm_data, metric)
+    f_final = res[0]
+    sd_final = res[1]
+
+    # get data for standard deviation fill plot
+    sd_upper = []
+    sd_lower = []
+    for i in range(len(sd)):
+        sd_upper.append(f_final[i] + 2 * sd_final[i])
+        sd_lower.append(f_final[i] - 2 * sd_final[i])
+    grid_rev = list(reversed(grid))
+    sd_lower_rev = list(reversed(sd_lower))
+    sd_x = grid + grid_rev
+    sd_y = sd_upper + sd_lower_rev
+
+    # get data for observed arms and error bars
+    arm_x = []
+    arm_y = []
+    arm_sem = []
+    for row in fit_data:
+        parameters = arm_name_to_parameters[row["arm_name"]]
+        plot = True
+        for p in setx.keys():
+            if p != param and parameters[p] != setx[p]:
+                plot = False
+        if plot:
+            arm_x.append(parameters[param])
+            arm_y.append(row["mean"])
+            arm_sem.append(row["sem"])
+
+    arm_res = relativize_data(arm_y, arm_sem, rel, arm_data, metric)
+    arm_y_final = arm_res[0]
+    arm_sem_final = [x * 2 for x in arm_res[1]]
+
+    # create traces
+    f_trace = {
+        "x": grid,
+        "y": f_final,
+        "showlegend": False,
+        "hoverinfo": "x+y",
+        "line": {"color": "rgba(128, 177, 211, 1)"},
+        "visible": visible,
+    }
+
+    arms_trace = {
+        "x": arm_x,
+        "y": arm_y_final,
+        "mode": "markers",
+        "error_y": {
+            "type": "data",
+            "array": arm_sem_final,
+            "visible": True,
+            "color": "black",
+        },
+        "line": {"color": "black"},
+        "showlegend": False,
+        "hoverinfo": "x+y",
+        "visible": visible,
+    }
+
+    sd_trace = {
+        "x": sd_x,
+        "y": sd_y,
+        "fill": "toself",
+        "fillcolor": "rgba(128, 177, 211, 0.2)",
+        "line": {"color": "transparent"},
+        "showlegend": False,
+        "hoverinfo": "none",
+        "visible": visible,
+    }
+
+    traces = [sd_trace, f_trace, arms_trace]
+
+    # iterate over out-of-sample arms
+    for i, generator_run_name in enumerate(arm_data["out_of_sample"].keys()):
+        ax = []
+        ay = []
+        asem = []
+        atext = []
+
+        for arm_name in arm_data["out_of_sample"][generator_run_name].keys():
+            parameters = arm_data["out_of_sample"][generator_run_name][arm_name][
+                "parameters"
+            ]
+            plot = True
+            for p in setx.keys():
+                if p != param and parameters[p] != setx[p]:
+                    plot = False
+            if plot:
+                ax.append(parameters[param])
+                ay.append(
+                    arm_data["out_of_sample"][generator_run_name][arm_name]["y_hat"][
+                        metric
+                    ]
+                )
+                asem.append(
+                    arm_data["out_of_sample"][generator_run_name][arm_name]["se_hat"][
+                        metric
+                    ]
+                )
+                atext.append("<em>Candidate " + arm_name + "</em>")
+
+        out_of_sample_arm_res = relativize_data(ay, asem, rel, arm_data, metric)
+        ay_final = out_of_sample_arm_res[0]
+        asem_final = [x * 2 for x in out_of_sample_arm_res[1]]
+
+        traces.append(
+            {
+                "hoverinfo": "text",
+                "legendgroup": generator_run_name,
+                "marker": {"color": "black", "symbol": i + 1, "opacity": 0.5},
+                "mode": "markers",
+                "error_y": {
+                    "type": "data",
+                    "array": asem_final,
+                    "visible": True,
+                    "color": "black",
+                },
+                "name": generator_run_name,
+                "text": atext,
+                "type": "scatter",
+                "xaxis": "x",
+                "x": ax,
+                "yaxis": "y",
+                "y": ay_final,
+                "visible": visible,
+            }
+        )
+
+    return traces

ax/plot/js/interact_slice.js

@@ -32,11 +32,7 @@ class _AxPlotJSResources(enum.Enum):
 
 
 # JS-based plots that are supported in Ax should be registered here
-Ax_PLOT_REGISTRY: Dict[enum.Enum, str] = {
-    AxPlotTypes.GENERIC: "generic_plotly.js",
-    AxPlotTypes.SLICE: "slice.js",
-    AxPlotTypes.INTERACT_SLICE: "interact_slice.js",
-}
+Ax_PLOT_REGISTRY: Dict[enum.Enum, str] = {AxPlotTypes.GENERIC: "generic_plotly.js"}
 
 
 def _load_js_resource(resource_type: _AxPlotJSResources) -> str: